Pinet:
import numpy as np
import pandas as pd
import time, sys, json, os, io, cv2, base64
from io import BytesIO
from subprocess import check_output
from pprint import pprint as pp
import pymongo
from pymongo import MongoClient
import hashlib
from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img
import matplotlib.pyplot as plt
from imageio import imread
from skimage.transform import resize
from sklearn.model_selection import train_test_split
from random import randint
from skimage import exposure
from skimage.color import gray2rgb
from skimage.color import rgb2gray
from skimage import transform
from skimage import util
from tqdm import tqdm_notebook
import skimage as sk
import gc
import pydensecrf.densecrf as dcrf
from pydensecrf.utils import unary_from_labels, create_pairwise_bilateral
os.environ["CUDA_VISIBLE_DEVICES"]="0"
import matplotlib.pyplot as plt
plt.style.use('seaborn-white')
import seaborn as sns
sns.set_style("white")
import keras
from keras.preprocessing.image import load_img
from keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau
from keras.models import load_model
from keras.optimizers import Adam
from keras.utils.vis_utils import plot_model
from keras.preprocessing.image import ImageDataGenerator
from keras.layers import Input, Conv2D, Conv2DTranspose, MaxPooling2D, concatenate, Dropout, BatchNormalization
from keras.layers.core import Lambda, RepeatVector, Reshape
from keras.models import Model, load_model
from keras.layers import Input, UpSampling2D, Concatenate, SpatialDropout2D
from keras.layers.core import Lambda, RepeatVector, Reshape
from keras.layers.pooling import MaxPooling2D
from keras.layers.merge import concatenate
from keras import backend as K
from keras.backend.tensorflow_backend import set_session
from keras.layers.merge import add
from keras import regularizers
from keras.regularizers import l2
from keras.losses import binary_crossentropy
from keras.activations import softmax
from keras.backend import tensorflow_backend
from keras.backend import common
from keras.callbacks import LambdaCallback
import tensorflow as tf
%load_ext autoreload
%autoreload 2
Using TensorFlow backend.
path_train = '../data/train/'
path_test = '../data/test/'
train_ids = next(os.walk(path_train))[2]
test_ids = next(os.walk(path_test))[2]
depths_df = pd.read_csv("../data/depths.csv", index_col="id")
train_df = pd.read_csv("../data/train.csv", index_col="id")
def _connect_mongo(host, port, username, password, db):
""" A util for making a connection to mongo """
if username and password:
mongo_uri = 'mongodb://%s:%s@%s:%s/%s' % (username, password, host, port, db)
conn = MongoClient(mongo_uri)
else:
conn = MongoClient(host, port)
return conn[db]
def insert_data(data, db, collection, check_id='id', host='localhost', port=27017, username=None, password=None, no_id=True):
db = _connect_mongo(host=host, port=port, username=username, password=password, db=db)
duplicate_result = db[collection].find(
{check_id: data[check_id]})
print('duplicate count' + str(duplicate_result.count()))
if duplicate_result.count() == 0:
db[collection].insert_one(data)
def set_data(db, collection, search, set_query, host='localhost', port=27017, username=None, password=None, no_id=True):
db = _connect_mongo(host=host, port=port, username=username, password=password, db=db)
db[collection].update(
search,
{ '$set': set_query }
)
def read_mongo(db, collection, query={}, host='localhost', port=27017, username=None, password=None, no_id=True):
""" Read from Mongo and Store into DataFrame """
# Connect to MongoDB
db = _connect_mongo(host=host, port=port, username=username, password=password, db=db)
# Make a query to the specific DB and Collection
cursor = db[collection].find(query)
# Expand the cursor and construct the DataFrame
df = pd.DataFrame(list(cursor))
# Delete the _id
if no_id:
del df['_id']
return df
def sample_mongo(db, collection, query={}, host='localhost', port=27017, username=None, password=None, no_id=True, num_sample=1000):
""" Read from Mongo and Store into DataFrame """
# Connect to MongoDB
db = _connect_mongo(host=host, port=port, username=username, password=password, db=db)
# Make a query to the specific DB and Collection
cursor = db[collection].aggregate([{ "$sample": { "size": num_sample }}])
# Expand the cursor and construct the DataFrame
df = pd.DataFrame(list(cursor))
# Delete the _id
if no_id:
del df['_id']
return df
img_size_ori = 101
img_size_target = 128
def read_resize_img(x, scale,mask=False):
img_byte = io.BytesIO(base64.b64decode(x))
img_np = np.array(imread(img_byte, as_gray=True))/scale
img_np = resize(img_np,(img_size_target,img_size_target), mode='constant', preserve_range=True)
if mask:
img_np[img_np>0] = 1
return img_np
train_df = read_mongo('dataset', 'tgs_salt', {"$and": [{"img_mask_base64":{"$ne":None}}]})
test_df = read_mongo('dataset', 'tgs_salt', {"$and": [{"img_mask_base64":{"$eq":None}}]})
# test_df = sample_mongo('dataset', 'tgs_salt', {"$and": [{"img_mask_base64":{"$eq":None}}]})
# train_df = train_df.loc[:20]
train_df['img'] = train_df['img_base64'].apply(lambda x: read_resize_img(x, 256.0))
train_df['img_mask'] = train_df['img_mask_base64'].apply(lambda x: read_resize_img(x, 65535.0, mask=True))
train_df['img_temperal_mask'] = train_df['img'].apply(lambda x: -1*np.ones((img_size_target,img_size_target)))
test_df['img'] = test_df['img_base64'].apply(lambda x: read_resize_img(x, 256.0))
test_df['img_mask'] = test_df['img'].apply(lambda x: -1*np.ones((img_size_target,img_size_target)))
test_df['img_temperal_mask'] = test_df['img'].apply(lambda x: -1*np.ones((img_size_target,img_size_target)))
train_df = train_df.drop('img_base64', axis=1)
train_df = train_df.drop('img_mask_base64', axis=1)
train_df = train_df.drop('ASM', axis=1)
train_df = train_df.drop('contrast', axis=1)
train_df = train_df.drop('correlation', axis=1)
train_df = train_df.drop('dissimilarity', axis=1)
train_df = train_df.drop('energy', axis=1)
train_df = train_df.drop('entropy', axis=1)
train_df = train_df.drop('homogeneity', axis=1)
train_df = train_df.drop('coverage', axis=1)
train_df = train_df.drop('coverage_class', axis=1)
test_df = test_df.drop('img_base64', axis=1)
train_df, val_df = train_test_split(train_df, test_size=0.1)
print(train_df.shape)
print(val_df.shape)
print(test_df.shape)
(3600, 7) (400, 7) (18000, 6)
def noisy(noise_typ,image):
if noise_typ == "gauss":
row,col,ch= image.shape
mean = 0
var = 0.0005
sigma = var**0.5
gauss = np.random.normal(mean,sigma,(row,col,ch))
gauss = gauss.reshape(row,col,ch)
noisy = image + gauss
return noisy
elif noise_typ == "s&p":
row,col,ch = image.shape
s_vs_p = 0.5
amount = 0.01
out = np.copy(image)
# Salt mode
num_salt = np.ceil(amount * image.size * s_vs_p)
coords = [np.random.randint(0, i, int(num_salt))
for i in image.shape]
out[coords] = 1
# Pepper mode
num_pepper = np.ceil(amount* image.size * (1. - s_vs_p))
coords = [np.random.randint(0, i, int(num_pepper))
for i in image.shape]
out[coords] = 0
return out
elif noise_typ == "poisson":
vals = len(np.unique(image))
vals = 2 ** np.ceil(np.log2(vals))
noisy = np.random.poisson(image * vals) / float(vals)
return noisy
elif noise_typ =="speckle":
scale = 0.05
row,col,ch = image.shape
gauss = np.random.randn(row,col,ch)
gauss = gauss.reshape(row,col,ch)
noisy = image + image * gauss * scale
return noisy
elif noise_typ == 'None':
return image
def _img_augmentation(_df):
def random_crop_resize(x, crop, flip, degree, noise_type='None'):
# return x if all pixel is -1
if np.mean(x) == -1:
return x
x = np.fliplr(x) if flip else x
x = np.squeeze(noisy(noise_type, np.expand_dims(x, axis=3)))
x = sk.transform.rotate(x, degree)
x = x[crop[0]:-crop[1],crop[2]:-crop[3]]
x = resize(x,(img_size_target,img_size_target), mode='constant', preserve_range=True)
return x
def img_augment(df):
augment_df = pd.DataFrame()
for index, row in df.iterrows():
# np.random.seed(0)
crop = np.random.randint(low=1, high=20, size=4)
flip = np.random.choice([True, False])
degree = np.random.uniform(-10, 10)
noise_type = np.random.choice(['gauss', 'poisson', 's&p', 'speckle', 'None'])
aug_img = random_crop_resize(row['img'], crop, flip, degree, 'speckle')
aug_img_mask = random_crop_resize(row['img_mask'], crop, flip, degree)
aug_img_temperal_mask = random_crop_resize(row['img_temperal_mask'], crop, flip, degree)
augment_df = augment_df.append(
{
'depth': row['depth'],
'img_id': row['img_id']+'_augment',
'aug_img': aug_img,
'aug_img_mask': aug_img_mask,
'aug_img_temperal_mask': aug_img_temperal_mask,
}, ignore_index=True
)
return augment_df
_augment_df = img_augment(_df)
return _augment_df
def _convert_to_np_array(_augment_df):
X_np = np.expand_dims(np.stack((np.asarray(_augment_df['aug_img'].values.tolist()))),axis=3)
y_np = np.expand_dims(np.asarray(_augment_df['aug_img_mask'].values.tolist()),axis=3)
y_temp_np = np.expand_dims(np.asarray(_augment_df['aug_img_temperal_mask'].values.tolist()),axis=3)
y_np = np.concatenate((y_np,y_temp_np),axis=3)
return X_np, y_np
def calculate_test_temperal_mask():
global model_train, test_df, graph_train
with graph_train.as_default():
X_test = np.expand_dims(np.stack((np.asarray(test_df['img'].values.tolist()))),axis=3)
predict_test = model_train.predict(X_test,batch_size=64, verbose=1)
predict_test = np.squeeze(predict_test)
for index, row in tqdm_notebook(test_df.iterrows(),total=len(test_df.index)):
img_temperal_mask = row['img_temperal_mask']
predict = predict_test[index]
if(np.mean(img_temperal_mask) < 0):
test_df.at[index,'img_temperal_mask'] = predict
else:
test_df.at[index,'img_temperal_mask'] = (img_temperal_mask + predict)/2
return test_df
sample_train_df = train_df.sample(50)
train_augment_df = _img_augmentation(sample_train_df)
# %%time
# sample_train_df, sample_val_df, sample_test_df = sample_df(train_df, val_df, test_df)
# train_augment_df, val_augment_df, test_augment_df = img_augmentation(sample_train_df, sample_val_df, sample_test_df)
# X_train, y_train, X_valid, y_valid = convert_to_np_array(train_augment_df, val_augment_df, test_augment_df)
# test_augment_df.head(1)
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
# train_augment_df.head(10)
base_idx = 0
max_images = 16
grid_width = 4
grid_height = int(max_images / grid_width)
fig, axs = plt.subplots(grid_height, grid_width, figsize=(20, 20))
row = 0; col = 0;
for i, idx in enumerate(train_augment_df.index[base_idx:base_idx+int(max_images)]):
img = train_augment_df.loc[idx].aug_img
mask = train_augment_df.loc[idx].aug_img_mask
ax = axs[row, col];
ax.imshow(img, cmap="seismic")
# ax.imshow(img, cmap="gray")
ax.imshow(mask, alpha=0.8, cmap="Reds"); col+=1;
ax.set_yticklabels([]); ax.set_xticklabels([]);
if col >= grid_width:
col=0; row+=1;
from debug import _debug_func
# Define IoU metric
def mean_iou(y_true, y_pred):
prec = []
for t in np.arange(0.5, 1.0, 0.05):
y_pred_ = tf.to_int32(y_pred > t)
score, up_opt = tf.metrics.mean_iou(y_true, y_pred_, 2)
K.get_session().run(tf.local_variables_initializer())
with tf.control_dependencies([up_opt]):
score = tf.identity(score)
prec.append(score)
return K.mean(K.stack(prec), axis=0)
def dice_coef(y_true, y_pred):
y_true_f = K.flatten(y_true)
y_pred = K.cast(y_pred, 'float32')
y_pred_f = K.cast(K.greater(K.flatten(y_pred), 0.5), 'float32')
intersection = y_true_f * y_pred_f
score = 2. * K.sum(intersection) / (K.sum(y_true_f) + K.sum(y_pred_f))
return score
def dice_loss(y_true, y_pred):
smooth = 1.
y_true_f = K.flatten(y_true)
y_pred_f = K.flatten(y_pred)
intersection = y_true_f * y_pred_f
score = (2. * K.sum(intersection) + smooth) / (K.sum(y_true_f) + K.sum(y_pred_f) + smooth)
return 1. - score
def bce_dice_loss(y_true, y_pred):
return binary_crossentropy(y_true, y_pred) + dice_loss(y_true, y_pred)
def bce_logdice_loss(y_true, y_pred):
return binary_crossentropy(y_true, y_pred) - K.log(1. - dice_loss(y_true, y_pred))
def weighted_bce_loss(y_true, y_pred, weight):
epsilon = 1e-7
y_pred = K.clip(y_pred, epsilon, 1. - epsilon)
logit_y_pred = K.log(y_pred / (1. - y_pred))
loss = weight * (logit_y_pred * (1. - y_true) +
K.log(1. + K.exp(-K.abs(logit_y_pred))) + K.maximum(-logit_y_pred, 0.))
return K.sum(loss) / K.sum(weight)
def weighted_dice_loss(y_true, y_pred, weight):
smooth = 1.
w, m1, m2 = weight, y_true, y_pred
intersection = (m1 * m2)
score = (2. * K.sum(w * intersection) + smooth) / (K.sum(w * m1) + K.sum(w * m2) + smooth)
loss = 1. - K.sum(score)
return loss
def weighted_bce_dice_loss(y_true, y_pred):
y_true = K.cast(y_true, 'float32')
y_pred = K.cast(y_pred, 'float32')
# if we want to get same size of output, kernel size must be odd
averaged_mask = K.pool2d(
y_true, pool_size=(50, 50), strides=(1, 1), padding='same', pool_mode='avg')
weight = K.ones_like(averaged_mask)
w0 = K.sum(weight)
weight = 5. * K.exp(-5. * K.abs(averaged_mask - 0.5))
w1 = K.sum(weight)
weight *= (w0 / w1)
loss = weighted_bce_loss(y_true, y_pred, weight) + dice_loss(y_true, y_pred)
return loss
def keras_binary_crossentropy(target, output, from_logits=False):
# Note: tf.nn.sigmoid_cross_entropy_with_logits
# expects logits, Keras expects probabilities.
if not from_logits:
# transform back to logits
_epsilon = tensorflow_backend._to_tensor(common.epsilon(), output.dtype.base_dtype)
output = tf.clip_by_value(output, _epsilon, 1 - _epsilon)
output = tf.log(output / (1 - output))
# this will return a tensor
return tf.nn.sigmoid_cross_entropy_with_logits(labels=target,
logits=output)
# MSE between current and temporal outputs
def temperal_mse_loss(y_true, y_pred):
y_temperal = tf.slice(y_true, [0, 0, 0, 1], [-1, -1, -1, 1])
# y_temperal = _debug_func(y_temperal,"y_temperal")
# count temperal size which has value (not -1)
temperal_size=tf.reduce_sum(tf.cast(tf.not_equal(tf.reduce_min(y_temperal, [1,2,3]), -1), tf.float32))
# generate filter using y_temperal
temperal_filter = tf.cast(tf.not_equal(y_temperal, -1), tf.float32)
# filter out MSE if temperal = -1
quad_diff = K.sum(temperal_filter*((y_pred - y_temperal) ** 2))
quad_diff = quad_diff / (temperal_size*128*128+1e-15)
return quad_diff
def masked_crossentropy(y_true, y_pred):
y_mask = tf.slice(y_true, [0, 0, 0, 0], [-1, -1, -1, 1])
# count mask size
mask_size=tf.reduce_sum(tf.cast(tf.not_equal(tf.reduce_min(y_mask, [1,2,3]), -1), tf.float32))
# generate mask filter as test doesn't have mask (-1)
mask_filter = tf.cast(tf.not_equal(y_mask, -1), tf.float32)
bce_loss = keras_binary_crossentropy(y_mask, y_pred)
dice_loss_ = dice_loss(mask_filter*y_mask, mask_filter*y_pred)
bce_dice_loss = dice_loss_ + (K.sum(mask_filter*bce_loss) / (mask_size*128*128+1e-15))
return bce_dice_loss
def mask_mean_iou(y_true, y_pred):
y_mask = tf.slice(y_true, [0, 0, 0, 0], [-1, -1, -1, 1])
mask_filter = tf.cast(tf.not_equal(y_mask, -1), tf.float32)
mask_mean_iou = mean_iou(mask_filter*y_mask, mask_filter*y_pred)
return mask_mean_iou
def temperal_mean_iou(y_true, y_pred):
y_temperal = tf.slice(y_true, [0, 0, 0, 1], [-1, -1, -1, 1])
temperal_filter = tf.cast(tf.not_equal(y_temperal, -1), tf.float32)
temperal_mean_iou = mean_iou(temperal_filter*(tf.cast(tf.greater(y_temperal,0.5), tf.float32)), temperal_filter*y_pred)
return temperal_mean_iou
def temporal_loss(y_true, y_pred):
sup_loss = masked_crossentropy(y_true, y_pred)
unsup_loss = temperal_mse_loss(y_true, y_pred)
w = 0.025
return sup_loss + w * unsup_loss
class DataGenerator(keras.utils.Sequence):
#class static variable
global model_train
_train_df = None
_val_df = None
_test_df = None
_X_train = None
_y_train = None
_X_valid = None
_y_valid = None
'Generates data for Keras'
def __init__(self, train_df, val_df, test_df, batch_size=32, shuffle=True, training=True, temperal_epoch=1):
self.training = training
self.batch_size = batch_size
self.shuffle = shuffle
self.epoch = 0
self.train_size = train_df.shape[0]
self.val_size = val_df.shape[0]
self.test_size = test_df.shape[0]
self.train_batch_size = int(self.train_size / (self.train_size + self.test_size)*self.batch_size)
self.val_batch_size = self.batch_size
self.test_batch_size = self.batch_size - self.train_batch_size
self.temperal_epoch = temperal_epoch
print(f'train_size = {self.train_size}, \
val_size = {self.val_size}, \
test_size = {self.test_size}, \
train_batch_size = {self.train_batch_size}, \
val_batch_size = {self.val_batch_size}, \
test_batch_size = {self.test_batch_size}, \
')
'Initial static variable'
if self.training:
DataGenerator._train_df = train_df
DataGenerator._val_df = val_df
DataGenerator._test_df = test_df
def __len__(self):
'Denotes the number of batches per epoch'
if self.training:
print('train lenght')
print(int(np.floor((self.train_size + self.test_size) / self.batch_size)))
return int(np.floor((self.train_size + self.test_size) / self.batch_size))
else:
print('val lenght')
print(int(np.floor(self.val_size / self.batch_size)))
return int(np.floor(self.val_size / self.batch_size))
def __getitem__(self, index):
'Generate one batch of data'
'index: indicate which batch in a epoch, (first, second or third batch)'
# Generate indexes of the batch
if self.training:
if ((index+1)*self.train_batch_size > self.train_size) or ((index+1)*self.test_batch_size > self.test_size):
index = 0
# slice batch of df
batch_train_df = DataGenerator._train_df.iloc[index*self.train_batch_size:(index+1)*self.train_batch_size]
batch_test_df = DataGenerator._test_df.iloc[index*self.test_batch_size:(index+1)*self.test_batch_size]
# image augmentation
train_augment_df = _img_augmentation(batch_train_df)
test_augment_df = _img_augmentation(batch_test_df)
# convert to np and concat train and test
X_train_np, y_train_np = _convert_to_np_array(train_augment_df)
X_test_np, y_test_np = _convert_to_np_array(test_augment_df)
X_train_np = np.concatenate((X_train_np,X_test_np),axis=0)
y_train_np = np.concatenate((y_train_np,y_test_np),axis=0)
return X_train_np, y_train_np
else:
batch_val_df = DataGenerator._val_df.iloc[index*self.val_batch_size:(index+1)*self.val_batch_size]
val_augment_df = _img_augmentation(batch_val_df)
X_val_np, y_val_np = _convert_to_np_array(val_augment_df)
return X_val_np, y_val_np
def on_epoch_end(self):
'Updates indexes after each epoch'
print(f', epoch={self.epoch}')
self.epoch += 1
if self.epoch % self.temperal_epoch == 0 and self.training:
new_test_df = calculate_test_temperal_mask()
DataGenerator._test_df = new_test_df
# tensorflow session setting
tf_config = tf.ConfigProto()
tf_config.gpu_options.allow_growth = True
set_session(tf.Session(config=tf_config))
def conv_block(m, dim, acti, bn, res, do=0, training=None):
n = Conv2D(dim, 3, activation=acti, padding='same')(m)
n = BatchNormalization()(n) if bn else n
n = SpatialDropout2D(do/2.0)(n, training=training) if do else n
n = Conv2D(dim, 3, activation=acti, padding='same')(n)
n = BatchNormalization()(n) if bn else n
n = Concatenate()([m, n]) if res else n
n = SpatialDropout2D(do)(n, training=training) if do else n
return n
def level_block(m, dim, depth, inc, acti, do, bn, mp, up, res,training=None):
if depth > 0:
n = conv_block(m, dim, acti, bn, res, training=training)
m = MaxPooling2D()(n) if mp else Conv2D(dim, 3, strides=2, padding='same')(n)
m = level_block(m, int(inc*dim), depth-1, inc, acti, do, bn, mp, up, res, training=training)
if up:
m = UpSampling2D()(m)
m = Conv2D(dim, 2, activation=acti, padding='same')(m)
else:
m = Conv2DTranspose(dim, 3, strides=2, activation=acti, padding='same')(m)
n = Concatenate()([n, m])
m = conv_block(n, dim, acti, bn, res, training=training)
else:
m = conv_block(m, dim, acti, bn, res, do, training=training)
return m
def UNet(img_shape, out_ch=1, start_ch=64, depth=5, inc_rate=2., activation='relu',
dropout=0.5, batchnorm=False, maxpool=True, upconv=True, residual=True, training=None):
i = Input(shape=img_shape)
o = level_block(i, start_ch, depth, inc_rate, activation, dropout, batchnorm, maxpool, upconv, residual, training=training)
o = Conv2D(out_ch, 1, activation='sigmoid')(o)
return Model(inputs=i, outputs=o)
# model.compile(loss='binary_crossentropy', optimizer="adam", metrics=[mean_iou,"accuracy"])
# model_train.compile(loss=bce_dice_loss, optimizer="adam", metrics=[mean_iou,"accuracy"])
# used for training unsuperivsed, that keep dropout
global model_train, graph_train
model_train = UNet((img_size_target,img_size_target,1),start_ch=16,depth=5,batchnorm=True, dropout=0.8, training=True)
model_train.compile(loss=temporal_loss, optimizer="adam", metrics=[masked_crossentropy, temperal_mse_loss, mask_mean_iou, temperal_mean_iou])
model_train.summary()
graph_train = tf.get_default_graph()
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 128, 128, 1) 0
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 128, 128, 16) 160 input_1[0][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 128, 128, 16) 64 conv2d_1[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 128, 128, 16) 2320 batch_normalization_1[0][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 128, 128, 16) 64 conv2d_2[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 128, 128, 17) 0 input_1[0][0]
batch_normalization_2[0][0]
__________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D) (None, 64, 64, 17) 0 concatenate_1[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 64, 64, 32) 4928 max_pooling2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 64, 64, 32) 128 conv2d_3[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 64, 64, 32) 9248 batch_normalization_3[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 64, 64, 32) 128 conv2d_4[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate) (None, 64, 64, 49) 0 max_pooling2d_1[0][0]
batch_normalization_4[0][0]
__________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D) (None, 32, 32, 49) 0 concatenate_2[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 32, 32, 64) 28288 max_pooling2d_2[0][0]
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 32, 32, 64) 256 conv2d_5[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 32, 32, 64) 36928 batch_normalization_5[0][0]
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 32, 32, 64) 256 conv2d_6[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate) (None, 32, 32, 113) 0 max_pooling2d_2[0][0]
batch_normalization_6[0][0]
__________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D) (None, 16, 16, 113) 0 concatenate_3[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 16, 16, 128) 130304 max_pooling2d_3[0][0]
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 16, 16, 128) 512 conv2d_7[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 16, 16, 128) 147584 batch_normalization_7[0][0]
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 16, 16, 128) 512 conv2d_8[0][0]
__________________________________________________________________________________________________
concatenate_4 (Concatenate) (None, 16, 16, 241) 0 max_pooling2d_3[0][0]
batch_normalization_8[0][0]
__________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D) (None, 8, 8, 241) 0 concatenate_4[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 8, 8, 256) 555520 max_pooling2d_4[0][0]
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 8, 8, 256) 1024 conv2d_9[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 8, 8, 256) 590080 batch_normalization_9[0][0]
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 8, 8, 256) 1024 conv2d_10[0][0]
__________________________________________________________________________________________________
concatenate_5 (Concatenate) (None, 8, 8, 497) 0 max_pooling2d_4[0][0]
batch_normalization_10[0][0]
__________________________________________________________________________________________________
max_pooling2d_5 (MaxPooling2D) (None, 4, 4, 497) 0 concatenate_5[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 4, 4, 512) 2290688 max_pooling2d_5[0][0]
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 4, 4, 512) 2048 conv2d_11[0][0]
__________________________________________________________________________________________________
spatial_dropout2d_1 (SpatialDro (None, 4, 4, 512) 0 batch_normalization_11[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 4, 4, 512) 2359808 spatial_dropout2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 4, 4, 512) 2048 conv2d_12[0][0]
__________________________________________________________________________________________________
concatenate_6 (Concatenate) (None, 4, 4, 1009) 0 max_pooling2d_5[0][0]
batch_normalization_12[0][0]
__________________________________________________________________________________________________
spatial_dropout2d_2 (SpatialDro (None, 4, 4, 1009) 0 concatenate_6[0][0]
__________________________________________________________________________________________________
up_sampling2d_1 (UpSampling2D) (None, 8, 8, 1009) 0 spatial_dropout2d_2[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 8, 8, 256) 1033472 up_sampling2d_1[0][0]
__________________________________________________________________________________________________
concatenate_7 (Concatenate) (None, 8, 8, 753) 0 concatenate_5[0][0]
conv2d_13[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 8, 8, 256) 1735168 concatenate_7[0][0]
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 8, 8, 256) 1024 conv2d_14[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 8, 8, 256) 590080 batch_normalization_13[0][0]
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 8, 8, 256) 1024 conv2d_15[0][0]
__________________________________________________________________________________________________
concatenate_8 (Concatenate) (None, 8, 8, 1009) 0 concatenate_7[0][0]
batch_normalization_14[0][0]
__________________________________________________________________________________________________
up_sampling2d_2 (UpSampling2D) (None, 16, 16, 1009) 0 concatenate_8[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 16, 16, 128) 516736 up_sampling2d_2[0][0]
__________________________________________________________________________________________________
concatenate_9 (Concatenate) (None, 16, 16, 369) 0 concatenate_4[0][0]
conv2d_16[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 16, 16, 128) 425216 concatenate_9[0][0]
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 16, 16, 128) 512 conv2d_17[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 16, 16, 128) 147584 batch_normalization_15[0][0]
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 16, 16, 128) 512 conv2d_18[0][0]
__________________________________________________________________________________________________
concatenate_10 (Concatenate) (None, 16, 16, 497) 0 concatenate_9[0][0]
batch_normalization_16[0][0]
__________________________________________________________________________________________________
up_sampling2d_3 (UpSampling2D) (None, 32, 32, 497) 0 concatenate_10[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 32, 32, 64) 127296 up_sampling2d_3[0][0]
__________________________________________________________________________________________________
concatenate_11 (Concatenate) (None, 32, 32, 177) 0 concatenate_3[0][0]
conv2d_19[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 32, 32, 64) 102016 concatenate_11[0][0]
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 32, 32, 64) 256 conv2d_20[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 32, 32, 64) 36928 batch_normalization_17[0][0]
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 32, 32, 64) 256 conv2d_21[0][0]
__________________________________________________________________________________________________
concatenate_12 (Concatenate) (None, 32, 32, 241) 0 concatenate_11[0][0]
batch_normalization_18[0][0]
__________________________________________________________________________________________________
up_sampling2d_4 (UpSampling2D) (None, 64, 64, 241) 0 concatenate_12[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 64, 64, 32) 30880 up_sampling2d_4[0][0]
__________________________________________________________________________________________________
concatenate_13 (Concatenate) (None, 64, 64, 81) 0 concatenate_2[0][0]
conv2d_22[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 64, 64, 32) 23360 concatenate_13[0][0]
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 64, 64, 32) 128 conv2d_23[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 64, 64, 32) 9248 batch_normalization_19[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 64, 64, 32) 128 conv2d_24[0][0]
__________________________________________________________________________________________________
concatenate_14 (Concatenate) (None, 64, 64, 113) 0 concatenate_13[0][0]
batch_normalization_20[0][0]
__________________________________________________________________________________________________
up_sampling2d_5 (UpSampling2D) (None, 128, 128, 113 0 concatenate_14[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 128, 128, 16) 7248 up_sampling2d_5[0][0]
__________________________________________________________________________________________________
concatenate_15 (Concatenate) (None, 128, 128, 33) 0 concatenate_1[0][0]
conv2d_25[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 128, 128, 16) 4768 concatenate_15[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 128, 128, 16) 64 conv2d_26[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 128, 128, 16) 2320 batch_normalization_21[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 128, 128, 16) 64 conv2d_27[0][0]
__________________________________________________________________________________________________
concatenate_16 (Concatenate) (None, 128, 128, 49) 0 concatenate_15[0][0]
batch_normalization_22[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 128, 128, 1) 50 concatenate_16[0][0]
==================================================================================================
Total params: 10,960,258
Trainable params: 10,954,242
Non-trainable params: 6,016
__________________________________________________________________________________________________
epochs = 100
batch_size = 64
callbacks = [
EarlyStopping(patience=10, verbose=1, monitor="val_mask_mean_iou", mode="max"),
ReduceLROnPlateau(factor=0.5, patience=5, min_lr=0.00001, verbose=1),
ModelCheckpoint('model-u-res-pi-net.h5', verbose=1, save_best_only=True, monitor="val_mask_mean_iou", mode="max"),
ModelCheckpoint('weight-u-res-pi-net.h5', verbose=1, save_best_only=True, monitor="val_mask_mean_iou", mode="max", save_weights_only=True),
]
training_generator = DataGenerator(train_df, val_df, test_df, training=True)
validation_generator = DataGenerator(train_df, val_df, test_df, training=False)
history = model_train.fit_generator(generator=training_generator,
validation_data=validation_generator,
epochs=epochs, callbacks=callbacks,
use_multiprocessing=True,
workers=4)
train_size = 3600, val_size = 400, test_size = 18000, train_batch_size = 5, val_batch_size = 32, test_batch_size = 27, train_size = 3600, val_size = 400, test_size = 18000, train_batch_size = 5, val_batch_size = 32, test_batch_size = 27, val lenght 12 train lenght 675 train lenghtEpoch 1/100 675
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.9332 - masked_crossentropy: 0.9332 - temperal_mse_loss: 0.0000e+00 - mask_mean_iou: 0.6516 - temperal_mean_iou: 0.9985, epoch=0 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
1280/18000 [=>............................] - ETA: 1:09, epoch=0 1344/18000 [=>............................] - ETA: 1:11
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 162s 240ms/step - loss: 0.9334 - masked_crossentropy: 0.9334 - temperal_mse_loss: 0.0000e+00 - mask_mean_iou: 0.6516 - temperal_mean_iou: 0.9985 - val_loss: 0.8359 - val_masked_crossentropy: 0.8359 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.6857 - val_temperal_mean_iou: 1.0000 1408/18000 [=>............................] - ETA: 1:14 Epoch 00001: val_mask_mean_iou improved from -inf to 0.68570, saving model to model-u-res-pi-net.h5 4096/18000 [=====>........................] - ETA: 46s Epoch 00001: val_mask_mean_iou improved from -inf to 0.68570, saving model to weight-u-res-pi-net.h5 4736/18000 [======>.......................] - ETA: 42sEpoch 2/100 18000/18000 [==============================] - 39s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.7321 - masked_crossentropy: 0.7308 - temperal_mse_loss: 0.0546 - mask_mean_iou: 0.7061 - temperal_mean_iou: 0.7796, epoch=1 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=1 675/675 [==============================] - 176s 261ms/step - loss: 0.7324 - masked_crossentropy: 0.7311 - temperal_mse_loss: 0.0546 - mask_mean_iou: 0.7061 - temperal_mean_iou: 0.7796 - val_loss: 0.7035 - val_masked_crossentropy: 0.7035 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7214 - val_temperal_mean_iou: 0.7724
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00002: val_mask_mean_iou improved from 0.68570 to 0.72143, saving model to model-u-res-pi-net.h5 Epoch 00002: val_mask_mean_iou improved from 0.68570 to 0.72143, saving model to weight-u-res-pi-net.h5 896/18000 [>.............................] - ETA: 51sEpoch 3/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.6747 - masked_crossentropy: 0.6738 - temperal_mse_loss: 0.0349 - mask_mean_iou: 0.7312 - temperal_mean_iou: 0.7825, epoch=2 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=2
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 186s 275ms/step - loss: 0.6744 - masked_crossentropy: 0.6735 - temperal_mse_loss: 0.0349 - mask_mean_iou: 0.7312 - temperal_mean_iou: 0.7825 - val_loss: 0.6557 - val_masked_crossentropy: 0.6557 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7390 - val_temperal_mean_iou: 0.7893 Epoch 00003: val_mask_mean_iou improved from 0.72143 to 0.73899, saving model to model-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 36s Epoch 00003: val_mask_mean_iou improved from 0.72143 to 0.73899, saving model to weight-u-res-pi-net.h5 2240/18000 [==>...........................] - ETA: 33sEpoch 4/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.6588 - masked_crossentropy: 0.6580 - temperal_mse_loss: 0.0315 - mask_mean_iou: 0.7437 - temperal_mean_iou: 0.7913, epoch=3 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=3 675/675 [==============================] - 184s 272ms/step - loss: 0.6592 - masked_crossentropy: 0.6584 - temperal_mse_loss: 0.0315 - mask_mean_iou: 0.7437 - temperal_mean_iou: 0.7913 - val_loss: 0.5940 - val_masked_crossentropy: 0.5940 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7489 - val_temperal_mean_iou: 0.7953 Epoch 00004: val_mask_mean_iou improved from 0.73899 to 0.74886, saving model to model-u-res-pi-net.h5 Epoch 00004: val_mask_mean_iou improved from 0.73899 to 0.74886, saving model to weight-u-res-pi-net.h5 Epoch 5/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.6349 - masked_crossentropy: 0.6342 - temperal_mse_loss: 0.0255 - mask_mean_iou: 0.7531 - temperal_mean_iou: 0.7990, epoch=4 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=4 675/675 [==============================] - 189s 279ms/step - loss: 0.6342 - masked_crossentropy: 0.6336 - temperal_mse_loss: 0.0255 - mask_mean_iou: 0.7531 - temperal_mean_iou: 0.7991 - val_loss: 0.5796 - val_masked_crossentropy: 0.5796 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7567 - val_temperal_mean_iou: 0.8033 Epoch 00005: val_mask_mean_iou improved from 0.74886 to 0.75667, saving model to model-u-res-pi-net.h5 1088/18000 [>.............................] - ETA: 37s 1152/18000 [>.............................] - ETA: 40s 0.75667, saving model to weight-u-res-pi-net.h 2048/18000 [==>...........................] - ETA: 34sEpoch 6/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.5964 - masked_crossentropy: 0.5957 - temperal_mse_loss: 0.0273 - mask_mean_iou: 0.7605 - temperal_mean_iou: 0.8051, epoch=5 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=5 675/675 [==============================] - 186s 276ms/step - loss: 0.5961 - masked_crossentropy: 0.5955 - temperal_mse_loss: 0.0273 - mask_mean_iou: 0.7605 - temperal_mean_iou: 0.8051 - val_loss: 0.5113 - val_masked_crossentropy: 0.5113 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7644 - val_temperal_mean_iou: 0.8066 Epoch 00006: val_mask_mean_iou improved from 0.75667 to 0.76438, saving model to model-u-res-pi-net.h5 576/18000 [..............................] - ETA: 37s 640/18000 [>.............................] - ETA: 39s 0.76438, saving model to weight-u-res-pi-net.h 1664/18000 [=>............................] - ETA: 33sEpoch 7/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.5698 - masked_crossentropy: 0.5691 - temperal_mse_loss: 0.0252 - mask_mean_iou: 0.7677 - temperal_mean_iou: 0.8099, epoch=6 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=6 675/675 [==============================] - 185s 274ms/step - loss: 0.5694 - masked_crossentropy: 0.5687 - temperal_mse_loss: 0.0252 - mask_mean_iou: 0.7677 - temperal_mean_iou: 0.8099 - val_loss: 0.9760 - val_masked_crossentropy: 0.9760 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7703 - val_temperal_mean_iou: 0.8126 Epoch 00007: val_mask_mean_iou improved from 0.76438 to 0.77034, saving model to model-u-res-pi-net.h5 64/18000 [..............................] - ETA: 41s Epoch 00007: val_mask_mean_iou improved from 0.76438 to 0.77034, saving model to weight-u-res-pi-net.h5 768/18000 [>.............................] - ETA: 41sEpoch 8/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.5592 - masked_crossentropy: 0.5579 - temperal_mse_loss: 0.0507 - mask_mean_iou: 0.7719 - temperal_mean_iou: 0.8091, epoch=7 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=7 675/675 [==============================] - 187s 276ms/step - loss: 0.5585 - masked_crossentropy: 0.5573 - temperal_mse_loss: 0.0506 - mask_mean_iou: 0.7719 - temperal_mean_iou: 0.8091 - val_loss: 0.6303 - val_masked_crossentropy: 0.6303 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7747 - val_temperal_mean_iou: 0.8060 Epoch 00008: val_mask_mean_iou improved from 0.77034 to 0.77468, saving model to model-u-res-pi-net.h5 576/18000 [..............................] - ETA: 38s Epoch 00008: val_mask_mean_iou improved from 0.77034 to 0.77468, saving model to weight-u-res-pi-net.h5 1472/18000 [=>............................] - ETA: 33sEpoch 9/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.5409 - masked_crossentropy: 0.5400 - temperal_mse_loss: 0.0332 - mask_mean_iou: 0.7772 - temperal_mean_iou: 0.8082, epoch=8 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=8
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 275ms/step - loss: 0.5417 - masked_crossentropy: 0.5409 - temperal_mse_loss: 0.0332 - mask_mean_iou: 0.7772 - temperal_mean_iou: 0.8082 - val_loss: 0.4868 - val_masked_crossentropy: 0.4868 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7794 - val_temperal_mean_iou: 0.8097 Epoch 00009: val_mask_mean_iou improved from 0.77468 to 0.77939, saving model to model-u-res-pi-net.h5 1088/18000 [>.............................] - ETA: 37s Epoch 00009: val_mask_mean_iou improved from 0.77468 to 0.77939, saving model to weight-u-res-pi-net.h5 2048/18000 [==>...........................] - ETA: 33sEpoch 10/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.5303 - masked_crossentropy: 0.5295 - temperal_mse_loss: 0.0298 - mask_mean_iou: 0.7817 - temperal_mean_iou: 0.8113, epoch=9 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=9
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 274ms/step - loss: 0.5305 - masked_crossentropy: 0.5298 - temperal_mse_loss: 0.0299 - mask_mean_iou: 0.7817 - temperal_mean_iou: 0.8113 - val_loss: 0.4520 - val_masked_crossentropy: 0.4520 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7837 - val_temperal_mean_iou: 0.8131 Epoch 00010: val_mask_mean_iou improved from 0.77939 to 0.78374, saving model to model-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 37s Epoch 00010: val_mask_mean_iou improved from 0.77939 to 0.78374, saving model to weight-u-res-pi-net.h5 2176/18000 [==>...........................] - ETA: 34sEpoch 11/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.5166 - masked_crossentropy: 0.5159 - temperal_mse_loss: 0.0277 - mask_mean_iou: 0.7859 - temperal_mean_iou: 0.8144, epoch=10 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=10
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 274ms/step - loss: 0.5171 - masked_crossentropy: 0.5164 - temperal_mse_loss: 0.0277 - mask_mean_iou: 0.7859 - temperal_mean_iou: 0.8144 - val_loss: 0.8615 - val_masked_crossentropy: 0.8615 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7874 - val_temperal_mean_iou: 0.8155 Epoch 00011: val_mask_mean_iou improved from 0.78374 to 0.78744, saving model to model-u-res-pi-net.h5 640/18000 [>.............................] - ETA: 38s Epoch 00011: val_mask_mean_iou improved from 0.78374 to 0.78744, saving model to weight-u-res-pi-net.h5 1600/18000 [=>............................] - ETA: 34sEpoch 12/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4936 - masked_crossentropy: 0.4924 - temperal_mse_loss: 0.0505 - mask_mean_iou: 0.7892 - temperal_mean_iou: 0.8136, epoch=11 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=11
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 186s 275ms/step - loss: 0.4940 - masked_crossentropy: 0.4928 - temperal_mse_loss: 0.0506 - mask_mean_iou: 0.7892 - temperal_mean_iou: 0.8136 - val_loss: 0.4865 - val_masked_crossentropy: 0.4865 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7910 - val_temperal_mean_iou: 0.8118 Epoch 00012: val_mask_mean_iou improved from 0.78744 to 0.79098, saving model to model-u-res-pi-net.h5 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4889 - masked_crossentropy: 0.4880 - temperal_mse_loss: 0.0341 - mask_mean_iou: 0.7925 - temperal_mean_iou: 0.8124, epoch=12 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=12 675/675 [==============================] - 184s 273ms/step - loss: 0.4901 - masked_crossentropy: 0.4892 - temperal_mse_loss: 0.0341 - mask_mean_iou: 0.7925 - temperal_mean_iou: 0.8124 - val_loss: 0.5079 - val_masked_crossentropy: 0.5079 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7942 - val_temperal_mean_iou: 0.8133
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00013: val_mask_mean_iou improved from 0.79098 to 0.79418, saving model to model-u-res-pi-net.h5 1216/18000 [=>............................] - ETA: 45s Epoch 00013: val_mask_mean_iou improved from 0.79098 to 0.79418, saving model to weight-u-res-pi-net.h5 1856/18000 [==>...........................] - ETA: 42sEpoch 14/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4710 - masked_crossentropy: 0.4702 - temperal_mse_loss: 0.0318 - mask_mean_iou: 0.7959 - temperal_mean_iou: 0.8138, epoch=13 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=13
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 184s 273ms/step - loss: 0.4706 - masked_crossentropy: 0.4698 - temperal_mse_loss: 0.0318 - mask_mean_iou: 0.7959 - temperal_mean_iou: 0.8138 - val_loss: 0.4430 - val_masked_crossentropy: 0.4430 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7974 - val_temperal_mean_iou: 0.8143
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00014: val_mask_mean_iou improved from 0.79418 to 0.79740, saving model to model-u-res-pi-net.h5 1216/18000 [=>............................] - ETA: 36s Epoch 00014: val_mask_mean_iou improved from 0.79418 to 0.79740, saving model to weight-u-res-pi-net.h5 1984/18000 [==>...........................] - ETA: 33sEpoch 15/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4951 - masked_crossentropy: 0.4943 - temperal_mse_loss: 0.0287 - mask_mean_iou: 0.7987 - temperal_mean_iou: 0.8157, epoch=14 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=14 675/675 [==============================] - 184s 273ms/step - loss: 0.4945 - masked_crossentropy: 0.4937 - temperal_mse_loss: 0.0287 - mask_mean_iou: 0.7987 - temperal_mean_iou: 0.8157 - val_loss: 0.6941 - val_masked_crossentropy: 0.6941 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.7995 - val_temperal_mean_iou: 0.8166 Epoch 00015: val_mask_mean_iou improved from 0.79740 to 0.79951, saving model to model-u-res-pi-net.h5 512/18000 [..............................] - ETA: 35s 576/18000 [..............................] - ETA: 40s 0.79951, saving model to weight-u-res-pi-net.h 1408/18000 [=>............................] - ETA: 34sEpoch 16/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4840 - masked_crossentropy: 0.4833 - temperal_mse_loss: 0.0297 - mask_mean_iou: 0.8005 - temperal_mean_iou: 0.8170, epoch=15 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
64/18000 [..............................] - ETA: 37s, epoch=15
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 275ms/step - loss: 0.4837 - masked_crossentropy: 0.4830 - temperal_mse_loss: 0.0297 - mask_mean_iou: 0.8006 - temperal_mean_iou: 0.8170 - val_loss: 0.8897 - val_masked_crossentropy: 0.8897 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8012 - val_temperal_mean_iou: 0.8176 - ETA: 2:30 Epoch 00016: val_mask_mean_iou improved from 0.79951 to 0.80119, saving model to model-u-res-pi-net.h5 1088/18000 [>.............................] - ETA: 48s Epoch 00016: val_mask_mean_iou improved from 0.79951 to 0.80119, saving model to weight-u-res-pi-net.h5 Epoch 17/100 1984/18000 [==>...........................] 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4757 - masked_crossentropy: 0.4747 - temperal_mse_loss: 0.0403 - mask_mean_iou: 0.8015 - temperal_mean_iou: 0.8176- ETA: 3s - loss: 0.4796 - masked_crossentropy: 0.4786 - temperal_mse_loss: 0.0402 - mask_mean_iou: 0.8015 - temperal_mea, epoch=16 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=16
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 274ms/step - loss: 0.4761 - masked_crossentropy: 0.4751 - temperal_mse_loss: 0.0403 - mask_mean_iou: 0.8015 - temperal_mean_iou: 0.8176 - val_loss: 0.5069 - val_masked_crossentropy: 0.5069 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8026 - val_temperal_mean_iou: 0.8178 Epoch 00017: val_mask_mean_iou improved from 0.80119 to 0.80261, saving model to model-u-res-pi-net.h5 1152/18000 [>.............................] - ETA: 46s Epoch 00017: val_mask_mean_iou improved from 0.80119 to 0.80261, saving model to weight-u-res-pi-net.h5 2112/18000 [==>...........................] - ETA: 39sEpoch 18/10 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4555 - masked_crossentropy: 0.4547 - temperal_mse_loss: 0.0313 - mask_mean_iou: 0.8038 - temperal_mean_iou: 0.8185, epoch=17 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=17
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 274ms/step - loss: 0.4549 - masked_crossentropy: 0.4541 - temperal_mse_loss: 0.0313 - mask_mean_iou: 0.8038 - temperal_mean_iou: 0.8185 - val_loss: 0.4748 - val_masked_crossentropy: 0.4748 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8049 - val_temperal_mean_iou: 0.8191
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00018: val_mask_mean_iou improved from 0.80261 to 0.80492, saving model to model-u-res-pi-net.h5 832/18000 [>.............................] - ETA: 37s Epoch 00018: val_mask_mean_iou improved from 0.80261 to 0.80492, saving model to weight-u-res-pi-net.h5 1792/18000 [=>............................] - ETA: 34sEpoch 19/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4432 - masked_crossentropy: 0.4426 - temperal_mse_loss: 0.0238 - mask_mean_iou: 0.8059 - temperal_mean_iou: 0.8204, epoch=18 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
192/18000 [..............................] - ETA: 44s, epoch=18 256/18000 [..............................] - ETA: 1:13
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 187s 277ms/step - loss: 0.4433 - masked_crossentropy: 0.4427 - temperal_mse_loss: 0.0238 - mask_mean_iou: 0.8059 - temperal_mean_iou: 0.8204 - val_loss: 0.4413 - val_masked_crossentropy: 0.4413 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8070 - val_temperal_mean_iou: 0.8217 Epoch 00019: val_mask_mean_iou improved from 0.80492 to 0.80701, saving model to model-u-res-pi-net.h5 1536/18000 [=>............................] - ETA: 42s Epoch 00019: val_mask_mean_iou improved from 0.80492 to 0.80701, saving model to weight-u-res-pi-net.h5 2304/18000 [==>...........................] - ETA: 38sEpoch 20/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4340 - masked_crossentropy: 0.4334 - temperal_mse_loss: 0.0230 - mask_mean_iou: 0.8080 - temperal_mean_iou: 0.8229, epoch=19 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=19 675/675 [==============================] - 185s 275ms/step - loss: 0.4335 - masked_crossentropy: 0.4329 - temperal_mse_loss: 0.0230 - mask_mean_iou: 0.8080 - temperal_mean_iou: 0.8229 - val_loss: 0.4927 - val_masked_crossentropy: 0.4927 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8092 - val_temperal_mean_iou: 0.8241 Epoch 00020: val_mask_mean_iou improved from 0.80701 to 0.80919, saving model to model-u-res-pi-net.h5 384/18000 [..............................] - ETA: 45s Epoch 00020: val_mask_mean_iou improved from 0.80701 to 0.80919, saving model to weight-u-res-pi-net.h5 1152/18000 [>.............................] - ETA: 36sEpoch 21/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4244 - masked_crossentropy: 0.4238 - temperal_mse_loss: 0.0248 - mask_mean_iou: 0.8103 - temperal_mean_iou: 0.8253, epoch=20 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=20 64/18000 [..............................] - ETA: 1:16
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 187s 277ms/step - loss: 0.4240 - masked_crossentropy: 0.4234 - temperal_mse_loss: 0.0248 - mask_mean_iou: 0.8103 - temperal_mean_iou: 0.8253 - val_loss: 0.5709 - val_masked_crossentropy: 0.5709 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8113 - val_temperal_mean_iou: 0.8264
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00021: val_mask_mean_iou improved from 0.80919 to 0.81126, saving model to model-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 43s Epoch 00021: val_mask_mean_iou improved from 0.80919 to 0.81126, saving model to weight-u-res-pi-net.h5 2176/18000 [==>...........................] - ETA: 38sEpoch 22/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4374 - masked_crossentropy: 0.4367 - temperal_mse_loss: 0.0277 - mask_mean_iou: 0.8121 - temperal_mean_iou: 0.8271, epoch=21 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=21 675/675 [==============================] - 186s 276ms/step - loss: 0.4378 - masked_crossentropy: 0.4371 - temperal_mse_loss: 0.0277 - mask_mean_iou: 0.8121 - temperal_mean_iou: 0.8271 - val_loss: 0.4135 - val_masked_crossentropy: 0.4135 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8129 - val_temperal_mean_iou: 0.8279 Epoch 00022: val_mask_mean_iou improved from 0.81126 to 0.81286, saving model to model-u-res-pi-net.h5 1088/18000 [>.............................] - ETA: 43s Epoch 00022: val_mask_mean_iou improved from 0.81126 to 0.81286, saving model to weight-u-res-pi-net.h5 2112/18000 [==>...........................] - ETA: 37sEpoch 23/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4287 - masked_crossentropy: 0.4281 - temperal_mse_loss: 0.0242 - mask_mean_iou: 0.8138 - temperal_mean_iou: 0.8289, epoch=22 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=22
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 186s 276ms/step - loss: 0.4290 - masked_crossentropy: 0.4284 - temperal_mse_loss: 0.0242 - mask_mean_iou: 0.8138 - temperal_mean_iou: 0.8289 - val_loss: 0.5569 - val_masked_crossentropy: 0.5569 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8145 - val_temperal_mean_iou: 0.8298 Epoch 00023: val_mask_mean_iou improved from 0.81286 to 0.81446, saving model to model-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 45s Epoch 00023: val_mask_mean_iou improved from 0.81286 to 0.81446, saving model to weight-u-res-pi-net.h5 2240/18000 [==>...........................] - ETA: 39sEpoch 24/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4238 - masked_crossentropy: 0.4231 - temperal_mse_loss: 0.0259 - mask_mean_iou: 0.8152 - temperal_mean_iou: 0.8307, epoch=23 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=23 675/675 [==============================] - 185s 274ms/step - loss: 0.4234 - masked_crossentropy: 0.4227 - temperal_mse_loss: 0.0259 - mask_mean_iou: 0.8153 - temperal_mean_iou: 0.8307 - val_loss: 0.3703 - val_masked_crossentropy: 0.3703 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8160 - val_temperal_mean_iou: 0.8316 Epoch 00024: val_mask_mean_iou improved from 0.81446 to 0.81597, saving model to model-u-res-pi-net.h5 1152/18000 [>.............................] - ETA: 33s Epoch 00024: val_mask_mean_iou improved from 0.81446 to 0.81597, saving model to weight-u-res-pi-net.h5 2112/18000 [==>...........................] - ETA: 31sEpoch 25/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4061 - masked_crossentropy: 0.4054 - temperal_mse_loss: 0.0266 - mask_mean_iou: 0.8168 - temperal_mean_iou: 0.8323, epoch=24 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=24 675/675 [==============================] - 187s 276ms/step - loss: 0.4056 - masked_crossentropy: 0.4049 - temperal_mse_loss: 0.0266 - mask_mean_iou: 0.8168 - temperal_mean_iou: 0.8323 - val_loss: 0.4152 - val_masked_crossentropy: 0.4152 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8177 - val_temperal_mean_iou: 0.8330
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00025: val_mask_mean_iou improved from 0.81597 to 0.81774, saving model to model-u-res-pi-net.h5 1280/18000 [=>............................] - ETA: 36s 1344/18000 [=>............................] - ETA: 37s 0.81774, saving model to weight-u-res-pi-net.h 2560/18000 [===>..........................] - ETA: 32sEpoch 26/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4082 - masked_crossentropy: 0.4076 - temperal_mse_loss: 0.0243 - mask_mean_iou: 0.8185 - temperal_mean_iou: 0.8339, epoch=25 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=25 675/675 [==============================] - 183s 272ms/step - loss: 0.4089 - masked_crossentropy: 0.4083 - temperal_mse_loss: 0.0243 - mask_mean_iou: 0.8185 - temperal_mean_iou: 0.8339 - val_loss: 0.3707 - val_masked_crossentropy: 0.3707 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8193 - val_temperal_mean_iou: 0.8348 Epoch 00026: val_mask_mean_iou improved from 0.81774 to 0.81932, saving model to model-u-res-pi-net.h5 704/18000 [>.............................] - ETA: 34s Epoch 00026: val_mask_mean_iou improved from 0.81774 to 0.81932, saving model to weight-u-res-pi-net.h5 1536/18000 [=>............................] - ETA: 34sEpoch 27/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4059 - masked_crossentropy: 0.4053 - temperal_mse_loss: 0.0250 - mask_mean_iou: 0.8202 - temperal_mean_iou: 0.8356, epoch=26 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 184s 272ms/step - loss: 0.4062 - masked_crossentropy: 0.4056 - temperal_mse_loss: 0.0250 - mask_mean_iou: 0.8202 - temperal_mean_iou: 0.8356 - val_loss: 0.4606 - val_masked_crossentropy: 0.4606 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8209 - val_temperal_mean_iou: 0.8362 Epoch 00027: val_mask_mean_iou improved from 0.81932 to 0.82089, saving model to model-u-res-pi-net.h5 1088/18000 [>.............................] - ETA: 33s Epoch 00027: val_mask_mean_iou improved from 0.81932 to 0.82089, saving model to weight-u-res-pi-net.h5 1920/18000 [==>...........................] - ETA: 35sEpoch 28/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.4063 - masked_crossentropy: 0.4057 - temperal_mse_loss: 0.0272 - mask_mean_iou: 0.8215 - temperal_mean_iou: 0.8367, epoch=27 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=26 675/675 [==============================] - 188s 278ms/step - loss: 0.4085 - masked_crossentropy: 0.4079 - temperal_mse_loss: 0.0272 - mask_mean_iou: 0.8215 - temperal_mean_iou: 0.8367 - val_loss: 0.5502 - val_masked_crossentropy: 0.5502 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8221 - val_temperal_mean_iou: 0.8371 Epoch 00028: val_mask_mean_iou improved from 0.82089 to 0.82205, saving model to model-u-res-pi-net.h5 Epoch 00028: val_mask_mean_iou improved from 0.82089 to 0.82205, saving model to weight-u-res-pi-net.h5 Epoch 29/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.3858 - masked_crossentropy: 0.3851 - temperal_mse_loss: 0.0284 - mask_mean_iou: 0.8226 - temperal_mean_iou: 0.8377, epoch=28 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
1280/18000 [=>............................] - ETA: 39s, epoch=27 675/675 [==============================] - 207s 306ms/step - loss: 0.3866 - masked_crossentropy: 0.3859 - temperal_mse_loss: 0.0284 - mask_mean_iou: 0.8226 - temperal_mean_iou: 0.8377 - val_loss: 0.4018 - val_masked_crossentropy: 0.4018 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8233 - val_temperal_mean_iou: 0.8382 1536/18000 [=>............................] - ETA: 53s Epoch 00029: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257. Epoch 00029: val_mask_mean_iou improved from 0.82205 to 0.82332, saving model to model-u-res-pi-net.h5 2688/18000 [===>..........................] - ETA: 42s Epoch 00029: val_mask_mean_iou improved from 0.82205 to 0.82332, saving model to weight-u-res-pi-net.h5 3456/18000 [====>.........................] - ETA: 37sEpoch 30/100 18000/18000 [==============================] - 36s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.3607 - masked_crossentropy: 0.3601 - temperal_mse_loss: 0.0236 - mask_mean_iou: 0.8241 - temperal_mean_iou: 0.8388, epoch=29 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=28 675/675 [==============================] - 192s 285ms/step - loss: 0.3609 - masked_crossentropy: 0.3603 - temperal_mse_loss: 0.0236 - mask_mean_iou: 0.8241 - temperal_mean_iou: 0.8388 - val_loss: 0.4023 - val_masked_crossentropy: 0.4023 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8249 - val_temperal_mean_iou: 0.8395 Epoch 00030: val_mask_mean_iou improved from 0.82332 to 0.82492, saving model to model-u-res-pi-net.h5 Epoch 00030: val_mask_mean_iou improved from 0.82332 to 0.82492, saving model to weight-u-res-pi-net.h5 Epoch 31/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.3484 - masked_crossentropy: 0.3478 - temperal_mse_loss: 0.0243 - mask_mean_iou: 0.8257 - temperal_mean_iou: 0.8402, epoch=30 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=29 675/675 [==============================] - 206s 305ms/step - loss: 0.3483 - masked_crossentropy: 0.3477 - temperal_mse_loss: 0.0242 - mask_mean_iou: 0.8257 - temperal_mean_iou: 0.8402 - val_loss: 0.3533 - val_masked_crossentropy: 0.3533 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8266 - val_temperal_mean_iou: 0.8408 Epoch 00031: val_mask_mean_iou improved from 0.82492 to 0.82657, saving model to model-u-res-pi-net.h5 Epoch 00031: val_mask_mean_iou improved from 0.82492 to 0.82657, saving model to weight-u-res-pi-net.h5 Epoch 32/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.3317 - masked_crossentropy: 0.3312 - temperal_mse_loss: 0.0238 - mask_mean_iou: 0.8274 - temperal_mean_iou: 0.8415, epoch=31 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=30 675/675 [==============================] - 205s 304ms/step - loss: 0.3318 - masked_crossentropy: 0.3312 - temperal_mse_loss: 0.0238 - mask_mean_iou: 0.8274 - temperal_mean_iou: 0.8415 - val_loss: 0.4240 - val_masked_crossentropy: 0.4240 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8283 - val_temperal_mean_iou: 0.8422 Epoch 00032: val_mask_mean_iou improved from 0.82657 to 0.82831, saving model to model-u-res-pi-net.h5 Epoch 00032: val_mask_mean_iou improved from 0.82657 to 0.82831, saving model to weight-u-res-pi-net.h5 Epoch 33/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.3408 - masked_crossentropy: 0.3402 - temperal_mse_loss: 0.0231 - mask_mean_iou: 0.8291 - temperal_mean_iou: 0.8430, epoch=32 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=31 675/675 [==============================] - 201s 298ms/step - loss: 0.3409 - masked_crossentropy: 0.3403 - temperal_mse_loss: 0.0231 - mask_mean_iou: 0.8291 - temperal_mean_iou: 0.8430 - val_loss: 0.3846 - val_masked_crossentropy: 0.3846 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8299 - val_temperal_mean_iou: 0.8436 Epoch 00033: val_mask_mean_iou improved from 0.82831 to 0.82988, saving model to model-u-res-pi-net.h5 64/18000 [..............................] - ETA: 45s Epoch 00033: val_mask_mean_iou improved from 0.82831 to 0.82988, saving model to weight-u-res-pi-net.h5 896/18000 [>.............................] - ETA: 43spoch 34/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.3156 - masked_crossentropy: 0.3150 - temperal_mse_loss: 0.0237 - mask_mean_iou: 0.8307 - temperal_mean_iou: 0.8441, epoch=33 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=32 675/675 [==============================] - 197s 291ms/step - loss: 0.3155 - masked_crossentropy: 0.3149 - temperal_mse_loss: 0.0238 - mask_mean_iou: 0.8307 - temperal_mean_iou: 0.8441 - val_loss: 0.4119 - val_masked_crossentropy: 0.4119 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8315 - val_temperal_mean_iou: 0.8448 Epoch 00034: val_mask_mean_iou improved from 0.82988 to 0.83147, saving model to model-u-res-pi-net.h5 960/18000 [>.............................] - ETA: 32sEpoch 35/10 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.3261 - masked_crossentropy: 0.3255 - temperal_mse_loss: 0.0247 - mask_mean_iou: 0.8322 - temperal_mean_iou: 0.8453, epoch=34 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
64/18000 [..............................] - ETA: 39s, epoch=33 128/18000 [..............................] - ETA: 2:10
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 198s 293ms/step - loss: 0.3257 - masked_crossentropy: 0.3251 - temperal_mse_loss: 0.0246 - mask_mean_iou: 0.8322 - temperal_mean_iou: 0.8453 - val_loss: 0.3972 - val_masked_crossentropy: 0.3972 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8329 - val_temperal_mean_iou: 0.8459
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00035: val_mask_mean_iou improved from 0.83147 to 0.83294, saving model to model-u-res-pi-net.h5 1536/18000 [=>............................] - ETA: 46s Epoch 00035: val_mask_mean_iou improved from 0.83147 to 0.83294, saving model to weight-u-res-pi-net.h5 2304/18000 [==>...........................] - ETA: 39sEpoch 36/100 18000/18000 [==============================] - 35s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.3224 - masked_crossentropy: 0.3218 - temperal_mse_loss: 0.0257 - mask_mean_iou: 0.8337 - temperal_mean_iou: 0.8465, epoch=35 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=34 675/675 [==============================] - 193s 286ms/step - loss: 0.3235 - masked_crossentropy: 0.3228 - temperal_mse_loss: 0.0257 - mask_mean_iou: 0.8337 - temperal_mean_iou: 0.8465 - val_loss: 0.4197 - val_masked_crossentropy: 0.4197 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8344 - val_temperal_mean_iou: 0.8470 Epoch 00036: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628. Epoch 00036: val_mask_mean_iou improved from 0.83294 to 0.83439, saving model to model-u-res-pi-net.h5 Epoch 00036: val_mask_mean_iou improved from 0.83294 to 0.83439, saving model to weight-u-res-pi-net.h5 Epoch 37/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.3067 - masked_crossentropy: 0.3061 - temperal_mse_loss: 0.0271 - mask_mean_iou: 0.8351 - temperal_mean_iou: 0.8473, epoch=36 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=35 675/675 [==============================] - 199s 295ms/step - loss: 0.3084 - masked_crossentropy: 0.3077 - temperal_mse_loss: 0.0271 - mask_mean_iou: 0.8351 - temperal_mean_iou: 0.8473 - val_loss: 0.3787 - val_masked_crossentropy: 0.3787 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8358 - val_temperal_mean_iou: 0.8476 Epoch 00037: val_mask_mean_iou improved from 0.83439 to 0.83580, saving model to model-u-res-pi-net.h5 384/18000 [..............................] - ETA: 39s Epoch 00037: val_mask_mean_iou improved from 0.83439 to 0.83580, saving model to weight-u-res-pi-net.h5 1152/18000 [>.............................] - ETA: 38sEpoch 38/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2878 - masked_crossentropy: 0.2871 - temperal_mse_loss: 0.0252 - mask_mean_iou: 0.8366 - temperal_mean_iou: 0.8481, epoch=37 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=36 675/675 [==============================] - 197s 292ms/step - loss: 0.2875 - masked_crossentropy: 0.2869 - temperal_mse_loss: 0.0252 - mask_mean_iou: 0.8366 - temperal_mean_iou: 0.8481 - val_loss: 0.3535 - val_masked_crossentropy: 0.3535 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8373 - val_temperal_mean_iou: 0.8486 Epoch 00038: val_mask_mean_iou improved from 0.83580 to 0.83735, saving model to model-u-res-pi-net.h5 Epoch 00038: val_mask_mean_iou improved from 0.83580 to 0.83735, saving model to weight-u-res-pi-net.h5 576/18000 [..............................] - ETA: 34sEpoch 39/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2843 - masked_crossentropy: 0.2836 - temperal_mse_loss: 0.0251 - mask_mean_iou: 0.8381 - temperal_mean_iou: 0.8491, epoch=38 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=37
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 196s 291ms/step - loss: 0.2840 - masked_crossentropy: 0.2834 - temperal_mse_loss: 0.0252 - mask_mean_iou: 0.8381 - temperal_mean_iou: 0.8491 - val_loss: 0.3949 - val_masked_crossentropy: 0.3949 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8388 - val_temperal_mean_iou: 0.8496 Epoch 00039: val_mask_mean_iou improved from 0.83735 to 0.83880, saving model to model-u-res-pi-net.h5 512/18000 [..............................] - ETA: 43s Epoch 00039: val_mask_mean_iou improved from 0.83735 to 0.83880, saving model to weight-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 39sEpoch 40/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2840 - masked_crossentropy: 0.2833 - temperal_mse_loss: 0.0263 - mask_mean_iou: 0.8395 - temperal_mean_iou: 0.8500, epoch=39 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=38
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 193s 286ms/step - loss: 0.2844 - masked_crossentropy: 0.2838 - temperal_mse_loss: 0.0263 - mask_mean_iou: 0.8395 - temperal_mean_iou: 0.8500 - val_loss: 0.3850 - val_masked_crossentropy: 0.3850 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8402 - val_temperal_mean_iou: 0.8504 64/18000 [..............................] - ETA: 39s Epoch 00040: val_mask_mean_iou improved from 0.83880 to 0.84021, saving model to model-u-res-pi-net.h5 1088/18000 [>.............................] - ETA: 39s Epoch 00040: val_mask_mean_iou improved from 0.83880 to 0.84021, saving model to weight-u-res-pi-net.h5 1920/18000 [==>...........................] - ETA: 34sEpoch 41/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2716 - masked_crossentropy: 0.2709 - temperal_mse_loss: 0.0285 - mask_mean_iou: 0.8409 - temperal_mean_iou: 0.8508, epoch=40 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=39
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 182s 269ms/step - loss: 0.2715 - masked_crossentropy: 0.2708 - temperal_mse_loss: 0.0286 - mask_mean_iou: 0.8409 - temperal_mean_iou: 0.8508 - val_loss: 0.3523 - val_masked_crossentropy: 0.3523 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8416 - val_temperal_mean_iou: 0.8511 Epoch 00041: val_mask_mean_iou improved from 0.84021 to 0.84162, saving model to model-u-res-pi-net.h5 320/18000 [..............................] - ETA: 39s Epoch 00041: val_mask_mean_iou improved from 0.84021 to 0.84162, saving model to weight-u-res-pi-net.h5 1216/18000 [=>............................] - ETA: 36sEpoch 42/10 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2736 - masked_crossentropy: 0.2730 - temperal_mse_loss: 0.0269 - mask_mean_iou: 0.8423 - temperal_mean_iou: 0.8515, epoch=41 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=40
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 184s 273ms/step - loss: 0.2739 - masked_crossentropy: 0.2732 - temperal_mse_loss: 0.0269 - mask_mean_iou: 0.8423 - temperal_mean_iou: 0.8515 - val_loss: 0.4371 - val_masked_crossentropy: 0.4371 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8430 - val_temperal_mean_iou: 0.8518 Epoch 00042: val_mask_mean_iou improved from 0.84162 to 0.84296, saving model to model-u-res-pi-net.h5 Epoch 00042: val_mask_mean_iou improved from 0.84162 to 0.84296, saving model to weight-u-res-pi-net.h5 Epoch 43/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2703 - masked_crossentropy: 0.2697 - temperal_mse_loss: 0.0256 - mask_mean_iou: 0.8436 - temperal_mean_iou: 0.8523, epoch=42 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=41
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 196s 290ms/step - loss: 0.2699 - masked_crossentropy: 0.2693 - temperal_mse_loss: 0.0256 - mask_mean_iou: 0.8436 - temperal_mean_iou: 0.8523 - val_loss: 0.3794 - val_masked_crossentropy: 0.3794 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8442 - val_temperal_mean_iou: 0.8526
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00043: val_mask_mean_iou improved from 0.84296 to 0.84421, saving model to model-u-res-pi-net.h5 Epoch 00043: val_mask_mean_iou improved from 0.84296 to 0.84421, saving model to weight-u-res-pi-net.h5 320/18000 [..............................] - ETA: 36sEpoch 44/100 18000/18000 [==============================] - 32s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2655 - masked_crossentropy: 0.2649 - temperal_mse_loss: 0.0263 - mask_mean_iou: 0.8449 - temperal_mean_iou: 0.8530, epoch=43 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=42 675/675 [==============================] - 186s 275ms/step - loss: 0.2655 - masked_crossentropy: 0.2649 - temperal_mse_loss: 0.0262 - mask_mean_iou: 0.8449 - temperal_mean_iou: 0.8530 - val_loss: 0.3736 - val_masked_crossentropy: 0.3736 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8455 - val_temperal_mean_iou: 0.8535 Epoch 00044: val_mask_mean_iou improved from 0.84421 to 0.84551, saving model to model-u-res-pi-net.h5 Epoch 00044: val_mask_mean_iou improved from 0.84421 to 0.84551, saving model to weight-u-res-pi-net.h5 Epoch 45/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2605 - masked_crossentropy: 0.2598 - temperal_mse_loss: 0.0253 - mask_mean_iou: 0.8462 - temperal_mean_iou: 0.8539, epoch=44 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=43
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 190s 282ms/step - loss: 0.2603 - masked_crossentropy: 0.2596 - temperal_mse_loss: 0.0254 - mask_mean_iou: 0.8462 - temperal_mean_iou: 0.8539 - val_loss: 0.3912 - val_masked_crossentropy: 0.3912 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8467 - val_temperal_mean_iou: 0.8543 64/18000 [..............................] - ETA: 6:03 Epoch 00045: val_mask_mean_iou improved from 0.84551 to 0.84673, saving model to model-u-res-pi-net.h5 960/18000 [>.............................] - ETA: 56s 1024/18000 [>.............................] - ETA: 55s 0.84673, saving model to weight-u-res-pi-net.h 1920/18000 [==>...........................] - ETA: 42sEpoch 46/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2501 - masked_crossentropy: 0.2494 - temperal_mse_loss: 0.0271 - mask_mean_iou: 0.8474 - temperal_mean_iou: 0.8546, epoch=45 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=44 675/675 [==============================] - 183s 271ms/step - loss: 0.2499 - masked_crossentropy: 0.2492 - temperal_mse_loss: 0.0270 - mask_mean_iou: 0.8474 - temperal_mean_iou: 0.8546 - val_loss: 0.3864 - val_masked_crossentropy: 0.3864 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8480 - val_temperal_mean_iou: 0.8550 Epoch 00046: ReduceLROnPlateau reducing learning rate to 0.0001250000059371814. Epoch 00046: val_mask_mean_iou improved from 0.84673 to 0.84800, saving model to model-u-res-pi-net.h5 Epoch 00046: val_mask_mean_iou improved from 0.84673 to 0.84800, saving model to weight-u-res-pi-net.h5 Epoch 47/100 18000/18000 [==============================] - 32s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2454 - masked_crossentropy: 0.2448 - temperal_mse_loss: 0.0253 - mask_mean_iou: 0.8486 - temperal_mean_iou: 0.8554, epoch=46 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
64/18000 [..............................] - ETA: 42s, epoch=45
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 186s 276ms/step - loss: 0.2452 - masked_crossentropy: 0.2446 - temperal_mse_loss: 0.0254 - mask_mean_iou: 0.8486 - temperal_mean_iou: 0.8554 - val_loss: 0.3855 - val_masked_crossentropy: 0.3855 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8492 - val_temperal_mean_iou: 0.8558 Epoch 00047: val_mask_mean_iou improved from 0.84800 to 0.84918, saving model to model-u-res-pi-net.h5 1216/18000 [=>............................] - ETA: 53s Epoch 00047: val_mask_mean_iou improved from 0.84800 to 0.84918, saving model to weight-u-res-pi-net.h5 1920/18000 [==>...........................] - ETA: 44sEpoch 48/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2431 - masked_crossentropy: 0.2425 - temperal_mse_loss: 0.0254 - mask_mean_iou: 0.8498 - temperal_mean_iou: 0.8562, epoch=47 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=46
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 183s 271ms/step - loss: 0.2430 - masked_crossentropy: 0.2424 - temperal_mse_loss: 0.0254 - mask_mean_iou: 0.8498 - temperal_mean_iou: 0.8562 - val_loss: 0.3841 - val_masked_crossentropy: 0.3841 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8504 - val_temperal_mean_iou: 0.8565 Epoch 00048: val_mask_mean_iou improved from 0.84918 to 0.85038, saving model to model-u-res-pi-net.h5 Epoch 00048: val_mask_mean_iou improved from 0.84918 to 0.85038, saving model to weight-u-res-pi-net.h5 768/18000 [>.............................] - ETA: 37sEpoch 49/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2421 - masked_crossentropy: 0.2415 - temperal_mse_loss: 0.0261 - mask_mean_iou: 0.8510 - temperal_mean_iou: 0.8569, epoch=48 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=47
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 186s 276ms/step - loss: 0.2420 - masked_crossentropy: 0.2413 - temperal_mse_loss: 0.0261 - mask_mean_iou: 0.8510 - temperal_mean_iou: 0.8569 - val_loss: 0.4212 - val_masked_crossentropy: 0.4212 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8515 - val_temperal_mean_iou: 0.8572 192/18000 [..............................] - ETA: 2:39 Epoch 00049: val_mask_mean_iou improved from 0.85038 to 0.85154, saving model to model-u-res-pi-net.h5 1216/18000 [=>............................] - ETA: 52s 1280/18000 [=>............................] - ETA: 56s 0.85154, saving model to weight-u-res-pi-net.h 2240/18000 [==>...........................] - ETA: 43sEpoch 50/100 18000/18000 [==============================] - 35s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2547 - masked_crossentropy: 0.2540 - temperal_mse_loss: 0.0274 - mask_mean_iou: 0.8521 - temperal_mean_iou: 0.8575, epoch=49 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
128/18000 [..............................] - ETA: 51s, epoch=48
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 189s 280ms/step - loss: 0.2544 - masked_crossentropy: 0.2537 - temperal_mse_loss: 0.0274 - mask_mean_iou: 0.8521 - temperal_mean_iou: 0.8575 - val_loss: 0.3906 - val_masked_crossentropy: 0.3906 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8526 - val_temperal_mean_iou: 0.8578 - ETA: 2:19 Epoch 00050: val_mask_mean_iou improved from 0.85154 to 0.85256, saving model to model-u-res-pi-net.h5 1280/18000 [=>............................] - ETA: 52s Epoch 00050: val_mask_mean_iou improved from 0.85154 to 0.85256, saving model to weight-u-res-pi-net.h5 2368/18000 [==>...........................] - ETA: 40sEpoch 51/100 18000/18000 [==============================] - 35s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2399 - masked_crossentropy: 0.2392 - temperal_mse_loss: 0.0289 - mask_mean_iou: 0.8531 - temperal_mean_iou: 0.8580, epoch=50 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=49 675/675 [==============================] - 191s 284ms/step - loss: 0.2397 - masked_crossentropy: 0.2390 - temperal_mse_loss: 0.0289 - mask_mean_iou: 0.8531 - temperal_mean_iou: 0.8580 - val_loss: 0.4190 - val_masked_crossentropy: 0.4190 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8536 - val_temperal_mean_iou: 0.8582 Epoch 00051: ReduceLROnPlateau reducing learning rate to 6.25000029685907e-05. Epoch 00051: val_mask_mean_iou improved from 0.85256 to 0.85363, saving model to model-u-res-pi-net.h5 768/18000 [>.............................] - ETA: 35s Epoch 00051: val_mask_mean_iou improved from 0.85256 to 0.85363, saving model to weight-u-res-pi-net.h5 1600/18000 [=>............................] - ETA: 35sEpoch 52/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2296 - masked_crossentropy: 0.2290 - temperal_mse_loss: 0.0261 - mask_mean_iou: 0.8542 - temperal_mean_iou: 0.8585, epoch=51 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=50 675/675 [==============================] - 196s 290ms/step - loss: 0.2294 - masked_crossentropy: 0.2288 - temperal_mse_loss: 0.0261 - mask_mean_iou: 0.8542 - temperal_mean_iou: 0.8585 - val_loss: 0.3957 - val_masked_crossentropy: 0.3957 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8547 - val_temperal_mean_iou: 0.8588 Epoch 00052: val_mask_mean_iou improved from 0.85363 to 0.85472, saving model to model-u-res-pi-net.h5 192/18000 [..............................] - ETA: 44s Epoch 00052: val_mask_mean_iou improved from 0.85363 to 0.85472, saving model to weight-u-res-pi-net.h5 1152/18000 [>.............................] - ETA: 37sEpoch 53/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2274 - masked_crossentropy: 0.2268 - temperal_mse_loss: 0.0267 - mask_mean_iou: 0.8553 - temperal_mean_iou: 0.8591, epoch=52 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=51 675/675 [==============================] - 197s 291ms/step - loss: 0.2273 - masked_crossentropy: 0.2267 - temperal_mse_loss: 0.0267 - mask_mean_iou: 0.8553 - temperal_mean_iou: 0.8591 - val_loss: 0.3958 - val_masked_crossentropy: 0.3958 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8558 - val_temperal_mean_iou: 0.8594 Epoch 00053: val_mask_mean_iou improved from 0.85472 to 0.85579, saving model to model-u-res-pi-net.h5 512/18000 [..............................] - ETA: 36s Epoch 00053: val_mask_mean_iou improved from 0.85472 to 0.85579, saving model to weight-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 37sEpoch 54/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2294 - masked_crossentropy: 0.2286 - temperal_mse_loss: 0.0290 - mask_mean_iou: 0.8563 - temperal_mean_iou: 0.8596, epoch=53 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=52 675/675 [==============================] - 196s 291ms/step - loss: 0.2294 - masked_crossentropy: 0.2287 - temperal_mse_loss: 0.0290 - mask_mean_iou: 0.8563 - temperal_mean_iou: 0.8596 - val_loss: 0.3955 - val_masked_crossentropy: 0.3955 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8568 - val_temperal_mean_iou: 0.8598
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00054: val_mask_mean_iou improved from 0.85579 to 0.85683, saving model to model-u-res-pi-net.h5 704/18000 [>.............................] - ETA: 41s Epoch 00054: val_mask_mean_iou improved from 0.85579 to 0.85683, saving model to weight-u-res-pi-net.h5 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2210 - masked_crossentropy: 0.2203 - temperal_mse_loss: 0.0283 - mask_mean_iou: 0.8574 - temperal_mean_iou: 0.8601, epoch=54 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=53
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 195s 290ms/step - loss: 0.2208 - masked_crossentropy: 0.2201 - temperal_mse_loss: 0.0283 - mask_mean_iou: 0.8574 - temperal_mean_iou: 0.8601 - val_loss: 0.3747 - val_masked_crossentropy: 0.3747 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8579 - val_temperal_mean_iou: 0.8603 Epoch 00055: val_mask_mean_iou improved from 0.85683 to 0.85786, saving model to model-u-res-pi-net.h5 576/18000 [..............................] - ETA: 50s Epoch 00055: val_mask_mean_iou improved from 0.85683 to 0.85786, saving model to weight-u-res-pi-net.h5 1536/18000 [=>............................] - ETA: 43sEpoch 56/10 16256/18000 [==========================>...] - ETA: 3s
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2287 - masked_crossentropy: 0.2280 - temperal_mse_loss: 0.0296 - mask_mean_iou: 0.8584 - temperal_mean_iou: 0.8605, epoch=55 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=54 675/675 [==============================] - 195s 289ms/step - loss: 0.2286 - masked_crossentropy: 0.2278 - temperal_mse_loss: 0.0296 - mask_mean_iou: 0.8584 - temperal_mean_iou: 0.8605 - val_loss: 0.3780 - val_masked_crossentropy: 0.3780 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8588 - val_temperal_mean_iou: 0.8607 Epoch 00056: ReduceLROnPlateau reducing learning rate to 3.125000148429535e-05. Epoch 00056: val_mask_mean_iou improved from 0.85786 to 0.85885, saving model to model-u-res-pi-net.h5 576/18000 [..............................] - ETA: 38s Epoch 00056: val_mask_mean_iou improved from 0.85786 to 0.85885, saving model to weight-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 36sEpoch 57/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2258 - masked_crossentropy: 0.2251 - temperal_mse_loss: 0.0270 - mask_mean_iou: 0.8593 - temperal_mean_iou: 0.8609, epoch=56 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=55 675/675 [==============================] - 196s 290ms/step - loss: 0.2255 - masked_crossentropy: 0.2248 - temperal_mse_loss: 0.0270 - mask_mean_iou: 0.8593 - temperal_mean_iou: 0.8609 - val_loss: 0.3828 - val_masked_crossentropy: 0.3828 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8598 - val_temperal_mean_iou: 0.8612
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00057: val_mask_mean_iou improved from 0.85885 to 0.85977, saving model to model-u-res-pi-net.h5 Epoch 00057: val_mask_mean_iou improved from 0.85885 to 0.85977, saving model to weight-u-res-pi-net.h5 448/18000 [..............................] - ETA: 38sEpoch 58/10 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2210 - masked_crossentropy: 0.2203 - temperal_mse_loss: 0.0269 - mask_mean_iou: 0.8602 - temperal_mean_iou: 0.8614, epoch=57 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=56
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 199s 295ms/step - loss: 0.2208 - masked_crossentropy: 0.2201 - temperal_mse_loss: 0.0269 - mask_mean_iou: 0.8602 - temperal_mean_iou: 0.8614 - val_loss: 0.3985 - val_masked_crossentropy: 0.3985 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8607 - val_temperal_mean_iou: 0.8617
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00058: val_mask_mean_iou improved from 0.85977 to 0.86068, saving model to model-u-res-pi-net.h5 960/18000 [>.............................] - ETA: 35s Epoch 00058: val_mask_mean_iou improved from 0.85977 to 0.86068, saving model to weight-u-res-pi-net.h5 1856/18000 [==>...........................] - ETA: 32sEpoch 59/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2166 - masked_crossentropy: 0.2159 - temperal_mse_loss: 0.0278 - mask_mean_iou: 0.8612 - temperal_mean_iou: 0.8619, epoch=58 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=57 675/675 [==============================] - 197s 292ms/step - loss: 0.2163 - masked_crossentropy: 0.2156 - temperal_mse_loss: 0.0278 - mask_mean_iou: 0.8612 - temperal_mean_iou: 0.8619 - val_loss: 0.3880 - val_masked_crossentropy: 0.3880 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8616 - val_temperal_mean_iou: 0.8621 Epoch 00059: val_mask_mean_iou improved from 0.86068 to 0.86161, saving model to model-u-res-pi-net.h5 128/18000 [..............................] - ETA: 38s Epoch 00059: val_mask_mean_iou improved from 0.86068 to 0.86161, saving model to weight-u-res-pi-net.h5 896/18000 [>.............................] - ETA: 35sEpoch 60/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2186 - masked_crossentropy: 0.2179 - temperal_mse_loss: 0.0288 - mask_mean_iou: 0.8621 - temperal_mean_iou: 0.8623, epoch=59 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=58 675/675 [==============================] - 197s 292ms/step - loss: 0.2184 - masked_crossentropy: 0.2177 - temperal_mse_loss: 0.0289 - mask_mean_iou: 0.8621 - temperal_mean_iou: 0.8623 - val_loss: 0.4089 - val_masked_crossentropy: 0.4089 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8625 - val_temperal_mean_iou: 0.8625 Epoch 00060: val_mask_mean_iou improved from 0.86161 to 0.86249, saving model to model-u-res-pi-net.h5 Epoch 00060: val_mask_mean_iou improved from 0.86161 to 0.86249, saving model to weight-u-res-pi-net.h5 Epoch 61/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2170 - masked_crossentropy: 0.2163 - temperal_mse_loss: 0.0270 - mask_mean_iou: 0.8629 - temperal_mean_iou: 0.8628, epoch=60 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=59
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 199s 294ms/step - loss: 0.2167 - masked_crossentropy: 0.2160 - temperal_mse_loss: 0.0270 - mask_mean_iou: 0.8629 - temperal_mean_iou: 0.8628 - val_loss: 0.3923 - val_masked_crossentropy: 0.3923 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8633 - val_temperal_mean_iou: 0.8630
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00061: ReduceLROnPlateau reducing learning rate to 1.5625000742147677e-05. Epoch 00061: val_mask_mean_iou improved from 0.86249 to 0.86334, saving model to model-u-res-pi-net.h5 Epoch 00061: val_mask_mean_iou improved from 0.86249 to 0.86334, saving model to weight-u-res-pi-net.h5 704/18000 [>.............................] - ETA: 37sEpoch 62/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2218 - masked_crossentropy: 0.2211 - temperal_mse_loss: 0.0286 - mask_mean_iou: 0.8637 - temperal_mean_iou: 0.8632, epoch=61 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=60 675/675 [==============================] - 197s 292ms/step - loss: 0.2231 - masked_crossentropy: 0.2224 - temperal_mse_loss: 0.0286 - mask_mean_iou: 0.8637 - temperal_mean_iou: 0.8632 - val_loss: 0.3863 - val_masked_crossentropy: 0.3863 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8641 - val_temperal_mean_iou: 0.8633 Epoch 00062: val_mask_mean_iou improved from 0.86334 to 0.86412, saving model to model-u-res-pi-net.h5 384/18000 [..............................] - ETA: 48s Epoch 00062: val_mask_mean_iou improved from 0.86334 to 0.86412, saving model to weight-u-res-pi-net.h5 1024/18000 [>.............................] - ETA: 38sEpoch 63/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2199 - masked_crossentropy: 0.2192 - temperal_mse_loss: 0.0281 - mask_mean_iou: 0.8645 - temperal_mean_iou: 0.8635, epoch=62 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=61
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 197s 292ms/step - loss: 0.2199 - masked_crossentropy: 0.2191 - temperal_mse_loss: 0.0281 - mask_mean_iou: 0.8645 - temperal_mean_iou: 0.8635 - val_loss: 0.4202 - val_masked_crossentropy: 0.4202 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8649 - val_temperal_mean_iou: 0.8637 Epoch 00063: val_mask_mean_iou improved from 0.86412 to 0.86490, saving model to model-u-res-pi-net.h5 256/18000 [..............................] - ETA: 41s Epoch 00063: val_mask_mean_iou improved from 0.86412 to 0.86490, saving model to weight-u-res-pi-net.h5 1408/18000 [=>............................] - ETA: 36sEpoch 64/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2109 - masked_crossentropy: 0.2102 - temperal_mse_loss: 0.0279 - mask_mean_iou: 0.8653 - temperal_mean_iou: 0.8639, epoch=63 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=62 675/675 [==============================] - 196s 290ms/step - loss: 0.2107 - masked_crossentropy: 0.2100 - temperal_mse_loss: 0.0279 - mask_mean_iou: 0.8653 - temperal_mean_iou: 0.8639 - val_loss: 0.3951 - val_masked_crossentropy: 0.3951 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8657 - val_temperal_mean_iou: 0.8640 Epoch 00064: val_mask_mean_iou improved from 0.86490 to 0.86572, saving model to model-u-res-pi-net.h5 832/18000 [>.............................] - ETA: 38s Epoch 00064: val_mask_mean_iou improved from 0.86490 to 0.86572, saving model to weight-u-res-pi-net.h5 1472/18000 [=>............................] - ETA: 37sEpoch 65/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2204 - masked_crossentropy: 0.2197 - temperal_mse_loss: 0.0284 - mask_mean_iou: 0.8661 - temperal_mean_iou: 0.8642, epoch=64 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=63 675/675 [==============================] - 196s 290ms/step - loss: 0.2204 - masked_crossentropy: 0.2197 - temperal_mse_loss: 0.0285 - mask_mean_iou: 0.8661 - temperal_mean_iou: 0.8642 - val_loss: 0.3865 - val_masked_crossentropy: 0.3865 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8665 - val_temperal_mean_iou: 0.8644 Epoch 00065: val_mask_mean_iou improved from 0.86572 to 0.86646, saving model to model-u-res-pi-net.h5 960/18000 [>.............................] - ETA: 56s Epoch 00065: val_mask_mean_iou improved from 0.86572 to 0.86646, saving model to weight-u-res-pi-net.h5 1600/18000 [=>............................] - ETA: 47sEpoch 66/100 18000/18000 [==============================] - 35s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2090 - masked_crossentropy: 0.2083 - temperal_mse_loss: 0.0281 - mask_mean_iou: 0.8669 - temperal_mean_iou: 0.8646, epoch=65 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=64 675/675 [==============================] - 196s 290ms/step - loss: 0.2087 - masked_crossentropy: 0.2080 - temperal_mse_loss: 0.0281 - mask_mean_iou: 0.8669 - temperal_mean_iou: 0.8646 - val_loss: 0.3947 - val_masked_crossentropy: 0.3947 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8672 - val_temperal_mean_iou: 0.8647 Epoch 00066: ReduceLROnPlateau reducing learning rate to 1e-05. Epoch 00066: val_mask_mean_iou improved from 0.86646 to 0.86720, saving model to model-u-res-pi-net.h5 384/18000 [..............................] - ETA: 48s Epoch 00066: val_mask_mean_iou improved from 0.86646 to 0.86720, saving model to weight-u-res-pi-net.h5 1280/18000 [=>............................] - ETA: 36sEpoch 67/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2118 - masked_crossentropy: 0.2111 - temperal_mse_loss: 0.0286 - mask_mean_iou: 0.8676 - temperal_mean_iou: 0.8649, epoch=66 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=65 675/675 [==============================] - 196s 291ms/step - loss: 0.2116 - masked_crossentropy: 0.2109 - temperal_mse_loss: 0.0286 - mask_mean_iou: 0.8676 - temperal_mean_iou: 0.8649 - val_loss: 0.4159 - val_masked_crossentropy: 0.4159 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8679 - val_temperal_mean_iou: 0.8651 Epoch 00067: val_mask_mean_iou improved from 0.86720 to 0.86793, saving model to model-u-res-pi-net.h5 Epoch 00067: val_mask_mean_iou improved from 0.86720 to 0.86793, saving model to weight-u-res-pi-net.h5 Epoch 68/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2166 - masked_crossentropy: 0.2158 - temperal_mse_loss: 0.0295 - mask_mean_iou: 0.8683 - temperal_mean_iou: 0.8652, epoch=67 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=66 675/675 [==============================] - 199s 295ms/step - loss: 0.2163 - masked_crossentropy: 0.2156 - temperal_mse_loss: 0.0296 - mask_mean_iou: 0.8683 - temperal_mean_iou: 0.8652 - val_loss: 0.4062 - val_masked_crossentropy: 0.4062 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8686 - val_temperal_mean_iou: 0.8653 Epoch 00068: val_mask_mean_iou improved from 0.86793 to 0.86864, saving model to model-u-res-pi-net.h5 1216/18000 [=>............................] - ETA: 34s Epoch 00068: val_mask_mean_iou improved from 0.86793 to 0.86864, saving model to weight-u-res-pi-net.h5 2048/18000 [==>...........................] - ETA: 32sEpoch 69/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2174 - masked_crossentropy: 0.2166 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8690 - temperal_mean_iou: 0.8655, epoch=68 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=67 64/18000 [..............................] - ETA: 4:13
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 274ms/step - loss: 0.2171 - masked_crossentropy: 0.2164 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8690 - temperal_mean_iou: 0.8655 - val_loss: 0.4088 - val_masked_crossentropy: 0.4088 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8693 - val_temperal_mean_iou: 0.8656 128/18000 [..............................] - ETA: 3:05 Epoch 00069: val_mask_mean_iou improved from 0.86864 to 0.86930, saving model to model-u-res-pi-net.h5 1088/18000 [>.............................] - ETA: 53s Epoch 00069: val_mask_mean_iou improved from 0.86864 to 0.86930, saving model to weight-u-res-pi-net.h5 Epoch 70/100[==>...........................] - ETA: 43 674/675 [============================>.] - ETA: 0s - loss: 0.2234 - masked_crossentropy: 0.2226 - temperal_mse_loss: 0.0293 - mask_mean_iou: 0.8696 - temperal_mean_iou: 0.8658, epoch=69 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=68
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 188s 278ms/step - loss: 0.2233 - masked_crossentropy: 0.2226 - temperal_mse_loss: 0.0293 - mask_mean_iou: 0.8696 - temperal_mean_iou: 0.8658 - val_loss: 0.4047 - val_masked_crossentropy: 0.4047 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8699 - val_temperal_mean_iou: 0.8659 Epoch 00070: val_mask_mean_iou improved from 0.86930 to 0.86993, saving model to model-u-res-pi-net.h5 Epoch 00070: val_mask_mean_iou improved from 0.86930 to 0.86993, saving model to weight-u-res-pi-net.h5 832/18000 [>.............................] - ETA: 1:33Epoch 71/100 18000/18000 [==============================] - 35s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2155 - masked_crossentropy: 0.2147 - temperal_mse_loss: 0.0289 - mask_mean_iou: 0.8703 - temperal_mean_iou: 0.8660, epoch=70 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=69 675/675 [==============================] - 186s 276ms/step - loss: 0.2155 - masked_crossentropy: 0.2148 - temperal_mse_loss: 0.0289 - mask_mean_iou: 0.8703 - temperal_mean_iou: 0.8660 - val_loss: 0.3894 - val_masked_crossentropy: 0.3894 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8706 - val_temperal_mean_iou: 0.8661 Epoch 00071: val_mask_mean_iou improved from 0.86993 to 0.87057, saving model to model-u-res-pi-net.h5 Epoch 00071: val_mask_mean_iou improved from 0.86993 to 0.87057, saving model to weight-u-res-pi-net.h5 Epoch 72/100 18000/18000 [==============================] - 32s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2103 - masked_crossentropy: 0.2096 - temperal_mse_loss: 0.0288 - mask_mean_iou: 0.8709 - temperal_mean_iou: 0.8663, epoch=71 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=70
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 187s 277ms/step - loss: 0.2102 - masked_crossentropy: 0.2094 - temperal_mse_loss: 0.0287 - mask_mean_iou: 0.8709 - temperal_mean_iou: 0.8663 - val_loss: 0.3813 - val_masked_crossentropy: 0.3813 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8712 - val_temperal_mean_iou: 0.8664 Epoch 00072: val_mask_mean_iou improved from 0.87057 to 0.87121, saving model to model-u-res-pi-net.h5 Epoch 00072: val_mask_mean_iou improved from 0.87057 to 0.87121, saving model to weight-u-res-pi-net.h5 Epoch 73/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2156 - masked_crossentropy: 0.2149 - temperal_mse_loss: 0.0282 - mask_mean_iou: 0.8715 - temperal_mean_iou: 0.8665, epoch=72 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=71 675/675 [==============================] - 187s 277ms/step - loss: 0.2155 - masked_crossentropy: 0.2148 - temperal_mse_loss: 0.0283 - mask_mean_iou: 0.8715 - temperal_mean_iou: 0.8665 - val_loss: 0.3816 - val_masked_crossentropy: 0.3816 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8718 - val_temperal_mean_iou: 0.8667
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00073: val_mask_mean_iou improved from 0.87121 to 0.87180, saving model to model-u-res-pi-net.h5 Epoch 00073: val_mask_mean_iou improved from 0.87121 to 0.87180, saving model to weight-u-res-pi-net.h5 320/18000 [..............................] - ETA: 40sEpoch 74/100 18000/18000 [==============================] - 32s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2093 - masked_crossentropy: 0.2086 - temperal_mse_loss: 0.0288 - mask_mean_iou: 0.8721 - temperal_mean_iou: 0.8668, epoch=73 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=72 675/675 [==============================] - 185s 273ms/step - loss: 0.2092 - masked_crossentropy: 0.2085 - temperal_mse_loss: 0.0288 - mask_mean_iou: 0.8721 - temperal_mean_iou: 0.8668 - val_loss: 0.3845 - val_masked_crossentropy: 0.3845 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8724 - val_temperal_mean_iou: 0.8669 Epoch 00074: val_mask_mean_iou improved from 0.87180 to 0.87241, saving model to model-u-res-pi-net.h5 Epoch 00074: val_mask_mean_iou improved from 0.87180 to 0.87241, saving model to weight-u-res-pi-net.h5 Epoch 75/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2052 - masked_crossentropy: 0.2044 - temperal_mse_loss: 0.0285 - mask_mean_iou: 0.8727 - temperal_mean_iou: 0.8671, epoch=74 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=73
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 189s 281ms/step - loss: 0.2050 - masked_crossentropy: 0.2043 - temperal_mse_loss: 0.0285 - mask_mean_iou: 0.8727 - temperal_mean_iou: 0.8671 - val_loss: 0.4133 - val_masked_crossentropy: 0.4133 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8730 - val_temperal_mean_iou: 0.8672 Epoch 00075: val_mask_mean_iou improved from 0.87241 to 0.87300, saving model to model-u-res-pi-net.h5 832/18000 [>.............................] - ETA: 38s 896/18000 [>.............................] - ETA: 37s 0.87300, saving model to weight-u-res-pi-net.h 1920/18000 [==>...........................] - ETA: 33sEpoch 76/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2133 - masked_crossentropy: 0.2125 - temperal_mse_loss: 0.0296 - mask_mean_iou: 0.8733 - temperal_mean_iou: 0.8673, epoch=75 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=74
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 183s 271ms/step - loss: 0.2130 - masked_crossentropy: 0.2123 - temperal_mse_loss: 0.0297 - mask_mean_iou: 0.8733 - temperal_mean_iou: 0.8673 - val_loss: 0.4054 - val_masked_crossentropy: 0.4054 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8736 - val_temperal_mean_iou: 0.8674 Epoch 00076: val_mask_mean_iou improved from 0.87300 to 0.87356, saving model to model-u-res-pi-net.h5 Epoch 00076: val_mask_mean_iou improved from 0.87300 to 0.87356, saving model to weight-u-res-pi-net.h5 Epoch 77/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2069 - masked_crossentropy: 0.2061 - temperal_mse_loss: 0.0298 - mask_mean_iou: 0.8738 - temperal_mean_iou: 0.8675, epoch=76 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=75 675/675 [==============================] - 186s 275ms/step - loss: 0.2067 - masked_crossentropy: 0.2060 - temperal_mse_loss: 0.0298 - mask_mean_iou: 0.8738 - temperal_mean_iou: 0.8675 - val_loss: 0.4197 - val_masked_crossentropy: 0.4197 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8741 - val_temperal_mean_iou: 0.8676
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00077: val_mask_mean_iou improved from 0.87356 to 0.87412, saving model to model-u-res-pi-net.h5 640/18000 [>.............................] - ETA: 39s Epoch 00077: val_mask_mean_iou improved from 0.87356 to 0.87412, saving model to weight-u-res-pi-net.h5 1664/18000 [=>............................] - ETA: 34sEpoch 78/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2205 - masked_crossentropy: 0.2197 - temperal_mse_loss: 0.0292 - mask_mean_iou: 0.8744 - temperal_mean_iou: 0.8677, epoch=77 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=76 675/675 [==============================] - 183s 272ms/step - loss: 0.2206 - masked_crossentropy: 0.2199 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8744 - temperal_mean_iou: 0.8677 - val_loss: 0.3926 - val_masked_crossentropy: 0.3926 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8746 - val_temperal_mean_iou: 0.8678 Epoch 00078: val_mask_mean_iou improved from 0.87412 to 0.87464, saving model to model-u-res-pi-net.h5 64/18000 [..............................] - ETA: 35s Epoch 00078: val_mask_mean_iou improved from 0.87412 to 0.87464, saving model to weight-u-res-pi-net.h5 832/18000 [>.............................] - ETA: 33sEpoch 79/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2191 - masked_crossentropy: 0.2184 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8749 - temperal_mean_iou: 0.8679, epoch=78 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=77 675/675 [==============================] - 184s 273ms/step - loss: 0.2188 - masked_crossentropy: 0.2181 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8749 - temperal_mean_iou: 0.8679 - val_loss: 0.3987 - val_masked_crossentropy: 0.3987 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8751 - val_temperal_mean_iou: 0.8680
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00079: val_mask_mean_iou improved from 0.87464 to 0.87515, saving model to model-u-res-pi-net.h5 Epoch 00079: val_mask_mean_iou improved from 0.87464 to 0.87515, saving model to weight-u-res-pi-net.h5 704/18000 [>.............................] - ETA: 34sEpoch 80/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2125 - masked_crossentropy: 0.2117 - temperal_mse_loss: 0.0288 - mask_mean_iou: 0.8754 - temperal_mean_iou: 0.8681, epoch=79 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=78
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 274ms/step - loss: 0.2123 - masked_crossentropy: 0.2116 - temperal_mse_loss: 0.0288 - mask_mean_iou: 0.8754 - temperal_mean_iou: 0.8681 - val_loss: 0.3990 - val_masked_crossentropy: 0.3990 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8757 - val_temperal_mean_iou: 0.8682 Epoch 00080: val_mask_mean_iou improved from 0.87515 to 0.87566, saving model to model-u-res-pi-net.h5 384/18000 [..............................] - ETA: 36s Epoch 00080: val_mask_mean_iou improved from 0.87515 to 0.87566, saving model to weight-u-res-pi-net.h5 1024/18000 [>.............................] - ETA: 34sEpoch 81/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2063 - masked_crossentropy: 0.2056 - temperal_mse_loss: 0.0277 - mask_mean_iou: 0.8759 - temperal_mean_iou: 0.8684, epoch=80 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=79
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 184s 273ms/step - loss: 0.2061 - masked_crossentropy: 0.2054 - temperal_mse_loss: 0.0277 - mask_mean_iou: 0.8759 - temperal_mean_iou: 0.8684 - val_loss: 0.4022 - val_masked_crossentropy: 0.4022 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8762 - val_temperal_mean_iou: 0.8685 Epoch 00081: val_mask_mean_iou improved from 0.87566 to 0.87619, saving model to model-u-res-pi-net.h5 512/18000 [..............................] - ETA: 40s Epoch 00081: val_mask_mean_iou improved from 0.87566 to 0.87619, saving model to weight-u-res-pi-net.h5 1408/18000 [=>............................] - ETA: 38sEpoch 82/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2141 - masked_crossentropy: 0.2134 - temperal_mse_loss: 0.0290 - mask_mean_iou: 0.8764 - temperal_mean_iou: 0.8686, epoch=81 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=80 675/675 [==============================] - 184s 272ms/step - loss: 0.2146 - masked_crossentropy: 0.2139 - temperal_mse_loss: 0.0290 - mask_mean_iou: 0.8764 - temperal_mean_iou: 0.8686 - val_loss: 0.3961 - val_masked_crossentropy: 0.3961 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8767 - val_temperal_mean_iou: 0.8687 Epoch 00082: val_mask_mean_iou improved from 0.87619 to 0.87667, saving model to model-u-res-pi-net.h5 320/18000 [..............................] - ETA: 38s Epoch 00082: val_mask_mean_iou improved from 0.87619 to 0.87667, saving model to weight-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 34spoch 83/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2171 - masked_crossentropy: 0.2164 - temperal_mse_loss: 0.0289 - mask_mean_iou: 0.8769 - temperal_mean_iou: 0.8688, epoch=82 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=81 675/675 [==============================] - 184s 273ms/step - loss: 0.2169 - masked_crossentropy: 0.2162 - temperal_mse_loss: 0.0290 - mask_mean_iou: 0.8769 - temperal_mean_iou: 0.8688 - val_loss: 0.3839 - val_masked_crossentropy: 0.3839 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8772 - val_temperal_mean_iou: 0.8689 Epoch 00083: val_mask_mean_iou improved from 0.87667 to 0.87716, saving model to model-u-res-pi-net.h5 448/18000 [..............................] - ETA: 35s Epoch 00083: val_mask_mean_iou improved from 0.87667 to 0.87716, saving model to weight-u-res-pi-net.h5 1408/18000 [=>............................] - ETA: 35sEpoch 84/10 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2073 - masked_crossentropy: 0.2066 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8774 - temperal_mean_iou: 0.8690, epoch=83 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=82
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 184s 273ms/step - loss: 0.2071 - masked_crossentropy: 0.2063 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8774 - temperal_mean_iou: 0.8690 - val_loss: 0.4029 - val_masked_crossentropy: 0.4029 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8776 - val_temperal_mean_iou: 0.8691 Epoch 00084: val_mask_mean_iou improved from 0.87716 to 0.87765, saving model to model-u-res-pi-net.h5 768/18000 [>.............................] - ETA: 43s Epoch 00084: val_mask_mean_iou improved from 0.87716 to 0.87765, saving model to weight-u-res-pi-net.h5 1408/18000 [=>............................] - ETA: 38sEpoch 85/10 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2055 - masked_crossentropy: 0.2047 - temperal_mse_loss: 0.0284 - mask_mean_iou: 0.8779 - temperal_mean_iou: 0.8692, epoch=84 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=83 675/675 [==============================] - 184s 272ms/step - loss: 0.2053 - masked_crossentropy: 0.2046 - temperal_mse_loss: 0.0284 - mask_mean_iou: 0.8779 - temperal_mean_iou: 0.8692 - val_loss: 0.4072 - val_masked_crossentropy: 0.4072 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8781 - val_temperal_mean_iou: 0.8693
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00085: val_mask_mean_iou improved from 0.87765 to 0.87813, saving model to model-u-res-pi-net.h5 256/18000 [..............................] - ETA: 49s Epoch 00085: val_mask_mean_iou improved from 0.87765 to 0.87813, saving model to weight-u-res-pi-net.h5 1280/18000 [=>............................] - ETA: 37sEpoch 86/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2176 - masked_crossentropy: 0.2169 - temperal_mse_loss: 0.0297 - mask_mean_iou: 0.8783 - temperal_mean_iou: 0.8693, epoch=85 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=84
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 274ms/step - loss: 0.2180 - masked_crossentropy: 0.2172 - temperal_mse_loss: 0.0297 - mask_mean_iou: 0.8783 - temperal_mean_iou: 0.8693 - val_loss: 0.3909 - val_masked_crossentropy: 0.3909 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8785 - val_temperal_mean_iou: 0.8694 Epoch 00086: val_mask_mean_iou improved from 0.87813 to 0.87853, saving model to model-u-res-pi-net.h5 512/18000 [..............................] - ETA: 43s Epoch 00086: val_mask_mean_iou improved from 0.87813 to 0.87853, saving model to weight-u-res-pi-net.h5 1472/18000 [=>............................] - ETA: 35Epoch 87/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2012 - masked_crossentropy: 0.2005 - temperal_mse_loss: 0.0295 - mask_mean_iou: 0.8788 - temperal_mean_iou: 0.8695, epoch=86 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=85 675/675 [==============================] - 183s 272ms/step - loss: 0.2010 - masked_crossentropy: 0.2003 - temperal_mse_loss: 0.0295 - mask_mean_iou: 0.8788 - temperal_mean_iou: 0.8695 - val_loss: 0.4061 - val_masked_crossentropy: 0.4061 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8790 - val_temperal_mean_iou: 0.8696 Epoch 00087: val_mask_mean_iou improved from 0.87853 to 0.87899, saving model to model-u-res-pi-net.h5 512/18000 [..............................] - ETA: 35s Epoch 00087: val_mask_mean_iou improved from 0.87853 to 0.87899, saving model to weight-u-res-pi-net.h5 1280/18000 [=>............................] - ETA: 36sEpoch 88/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
636/675 [===========================>..] - ETA: 10s - loss: 0.2092 - masked_crossentropy: 0.2085 - temperal_mse_loss: 0.0289 - mask_mean_iou: 0.8792 - temperal_mean_iou: 0.8697
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 274ms/step - loss: 0.2107 - masked_crossentropy: 0.2100 - temperal_mse_loss: 0.0290 - mask_mean_iou: 0.8792 - temperal_mean_iou: 0.8697 - val_loss: 0.4018 - val_masked_crossentropy: 0.4018 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8794 - val_temperal_mean_iou: 0.8698
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00088: val_mask_mean_iou improved from 0.87899 to 0.87944, saving model to model-u-res-pi-net.h5 Epoch 00088: val_mask_mean_iou improved from 0.87899 to 0.87944, saving model to weight-u-res-pi-net.h5 1024/18000 [>.............................] - ETA: 45sEpoch 89/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2061 - masked_crossentropy: 0.2054 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8797 - temperal_mean_iou: 0.8699, epoch=88 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=87
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 187s 277ms/step - loss: 0.2061 - masked_crossentropy: 0.2054 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8797 - temperal_mean_iou: 0.8699 - val_loss: 0.3856 - val_masked_crossentropy: 0.3856 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8799 - val_temperal_mean_iou: 0.8699 Epoch 00089: val_mask_mean_iou improved from 0.87944 to 0.87988, saving model to model-u-res-pi-net.h5 1152/18000 [>.............................] - ETA: 35sEpoch 90/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2154 - masked_crossentropy: 0.2147 - temperal_mse_loss: 0.0288 - mask_mean_iou: 0.8801 - temperal_mean_iou: 0.8700, epoch=89 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=88 675/675 [==============================] - 185s 274ms/step - loss: 0.2152 - masked_crossentropy: 0.2145 - temperal_mse_loss: 0.0287 - mask_mean_iou: 0.8801 - temperal_mean_iou: 0.8700 - val_loss: 0.4205 - val_masked_crossentropy: 0.4205 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8803 - val_temperal_mean_iou: 0.8701 Epoch 00090: val_mask_mean_iou improved from 0.87988 to 0.88029, saving model to model-u-res-pi-net.h5 512/18000 [..............................] - ETA: 36s Epoch 00090: val_mask_mean_iou improved from 0.87988 to 0.88029, saving model to weight-u-res-pi-net.h5 1216/18000 [=>............................] - ETA: 36Epoch 91/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2122 - masked_crossentropy: 0.2115 - temperal_mse_loss: 0.0291 - mask_mean_iou: 0.8805 - temperal_mean_iou: 0.8702, epoch=90 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=89
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 185s 274ms/step - loss: 0.2120 - masked_crossentropy: 0.2113 - temperal_mse_loss: 0.0290 - mask_mean_iou: 0.8805 - temperal_mean_iou: 0.8702 - val_loss: 0.4078 - val_masked_crossentropy: 0.4078 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8807 - val_temperal_mean_iou: 0.8703
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00091: val_mask_mean_iou improved from 0.88029 to 0.88070, saving model to model-u-res-pi-net.h5 320/18000 [..............................] - ETA: 43s Epoch 00091: val_mask_mean_iou improved from 0.88029 to 0.88070, saving model to weight-u-res-pi-net.h5 832/18000 [>.............................] - ETA: 38sEpoch 92/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2041 - masked_crossentropy: 0.2034 - temperal_mse_loss: 0.0287 - mask_mean_iou: 0.8809 - temperal_mean_iou: 0.8704, epoch=91 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=90 675/675 [==============================] - 186s 276ms/step - loss: 0.2045 - masked_crossentropy: 0.2038 - temperal_mse_loss: 0.0287 - mask_mean_iou: 0.8809 - temperal_mean_iou: 0.8704 - val_loss: 0.3801 - val_masked_crossentropy: 0.3801 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8811 - val_temperal_mean_iou: 0.8705 Epoch 00092: val_mask_mean_iou improved from 0.88070 to 0.88111, saving model to model-u-res-pi-net.h5 Epoch 00092: val_mask_mean_iou improved from 0.88070 to 0.88111, saving model to weight-u-res-pi-net.h5 Epoch 93/100 18000/18000 [==============================] - 32s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2080 - masked_crossentropy: 0.2073 - temperal_mse_loss: 0.0293 - mask_mean_iou: 0.8813 - temperal_mean_iou: 0.8705, epoch=92 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=91 675/675 [==============================] - 187s 277ms/step - loss: 0.2081 - masked_crossentropy: 0.2073 - temperal_mse_loss: 0.0293 - mask_mean_iou: 0.8813 - temperal_mean_iou: 0.8705 - val_loss: 0.4077 - val_masked_crossentropy: 0.4077 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8815 - val_temperal_mean_iou: 0.8706
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
Epoch 00093: val_mask_mean_iou improved from 0.88111 to 0.88150, saving model to model-u-res-pi-net.h5 1280/18000 [=>............................] - ETA: 37s Epoch 00093: val_mask_mean_iou improved from 0.88111 to 0.88150, saving model to weight-u-res-pi-net.h5 2496/18000 [===>..........................] - ETA: 32sEpoch 94/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2051 - masked_crossentropy: 0.2043 - temperal_mse_loss: 0.0299 - mask_mean_iou: 0.8817 - temperal_mean_iou: 0.8707, epoch=93 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=92
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 184s 272ms/step - loss: 0.2049 - masked_crossentropy: 0.2042 - temperal_mse_loss: 0.0300 - mask_mean_iou: 0.8817 - temperal_mean_iou: 0.8707 - val_loss: 0.4264 - val_masked_crossentropy: 0.4264 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8819 - val_temperal_mean_iou: 0.8707 Epoch 00094: val_mask_mean_iou improved from 0.88150 to 0.88188, saving model to model-u-res-pi-net.h5 448/18000 [..............................] - ETA: 46s Epoch 00094: val_mask_mean_iou improved from 0.88150 to 0.88188, saving model to weight-u-res-pi-net.h5 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2075 - masked_crossentropy: 0.2068 - temperal_mse_loss: 0.0303 - mask_mean_iou: 0.8821 - temperal_mean_iou: 0.8708, epoch=94 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=93 675/675 [==============================] - 185s 275ms/step - loss: 0.2073 - masked_crossentropy: 0.2065 - temperal_mse_loss: 0.0303 - mask_mean_iou: 0.8821 - temperal_mean_iou: 0.8708 - val_loss: 0.4051 - val_masked_crossentropy: 0.4051 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8823 - val_temperal_mean_iou: 0.8709 Epoch 00095: val_mask_mean_iou improved from 0.88188 to 0.88227, saving model to model-u-res-pi-net.h5 576/18000 [..............................] - ETA: 37s Epoch 00095: val_mask_mean_iou improved from 0.88188 to 0.88227, saving model to weight-u-res-pi-net.h5 1408/18000 [=>............................] - ETA: 35sEpoch 96/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2091 - masked_crossentropy: 0.2084 - temperal_mse_loss: 0.0294 - mask_mean_iou: 0.8824 - temperal_mean_iou: 0.8709, epoch=95 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=94
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 186s 275ms/step - loss: 0.2090 - masked_crossentropy: 0.2082 - temperal_mse_loss: 0.0294 - mask_mean_iou: 0.8824 - temperal_mean_iou: 0.8709 - val_loss: 0.3968 - val_masked_crossentropy: 0.3968 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8826 - val_temperal_mean_iou: 0.8710 Epoch 00096: val_mask_mean_iou improved from 0.88227 to 0.88261, saving model to model-u-res-pi-net.h5 704/18000 [>.............................] - ETA: 41s Epoch 00096: val_mask_mean_iou improved from 0.88227 to 0.88261, saving model to weight-u-res-pi-net.h5 1728/18000 [=>............................] - ETA: 34sEpoch 97/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2103 - masked_crossentropy: 0.2095 - temperal_mse_loss: 0.0300 - mask_mean_iou: 0.8828 - temperal_mean_iou: 0.8710, epoch=96 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
, epoch=95
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 184s 273ms/step - loss: 0.2101 - masked_crossentropy: 0.2093 - temperal_mse_loss: 0.0300 - mask_mean_iou: 0.8828 - temperal_mean_iou: 0.8710 - val_loss: 0.3942 - val_masked_crossentropy: 0.3942 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8830 - val_temperal_mean_iou: 0.8711 Epoch 00097: val_mask_mean_iou improved from 0.88261 to 0.88299, saving model to model-u-res-pi-net.h5 576/18000 [..............................] - ETA: 38s Epoch 00097: val_mask_mean_iou improved from 0.88261 to 0.88299, saving model to weight-u-res-pi-net.h5 1664/18000 [=>............................] - ETA: 35sEpoch 98/100 18000/18000 [==============================] - 33s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2077 - masked_crossentropy: 0.2070 - temperal_mse_loss: 0.0307 - mask_mean_iou: 0.8832 - temperal_mean_iou: 0.8712, epoch=97 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
320/18000 [..............................] - ETA: 1:01, epoch=96 384/18000 [..............................] - ETA: 1:04
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 186s 275ms/step - loss: 0.2075 - masked_crossentropy: 0.2068 - temperal_mse_loss: 0.0307 - mask_mean_iou: 0.8832 - temperal_mean_iou: 0.8712 - val_loss: 0.4167 - val_masked_crossentropy: 0.4167 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8833 - val_temperal_mean_iou: 0.8712 Epoch 00098: val_mask_mean_iou improved from 0.88299 to 0.88334, saving model to model-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 55s Epoch 00098: val_mask_mean_iou improved from 0.88299 to 0.88334, saving model to weight-u-res-pi-net.h5 2368/18000 [==>...........................] - ETA: 45sEpoch 99/100 18000/18000 [==============================] - 35s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2128 - masked_crossentropy: 0.2121 - temperal_mse_loss: 0.0297 - mask_mean_iou: 0.8835 - temperal_mean_iou: 0.8712, epoch=98 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
256/18000 [..............................] - ETA: 41s, epoch=97 675/675 [==============================] - 183s 271ms/step - loss: 0.2126 - masked_crossentropy: 0.2118 - temperal_mse_loss: 0.0297 - mask_mean_iou: 0.8835 - temperal_mean_iou: 0.8712 - val_loss: 0.3882 - val_masked_crossentropy: 0.3882 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8837 - val_temperal_mean_iou: 0.8713 384/18000 [..............................] - ETA: 1:26 Epoch 00099: val_mask_mean_iou improved from 0.88334 to 0.88368, saving model to model-u-res-pi-net.h5 1536/18000 [=>............................] - ETA: 44s Epoch 00099: val_mask_mean_iou improved from 0.88334 to 0.88368, saving model to weight-u-res-pi-net.h5 2496/18000 [===>..........................] - ETA: 38sEpoch 100/100 18000/18000 [==============================] - 34s 2ms/step
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
674/675 [============================>.] - ETA: 0s - loss: 0.2069 - masked_crossentropy: 0.2062 - temperal_mse_loss: 0.0302 - mask_mean_iou: 0.8838 - temperal_mean_iou: 0.8713, epoch=99 val lenght 12 val lenght 12
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
256/18000 [..............................] - ETA: 43s, epoch=98
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future. /opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:50: DeprecationWarning: Both axis > a.ndim and axis < -a.ndim - 1 are deprecated and will raise an AxisError in the future.
675/675 [==============================] - 184s 273ms/step - loss: 0.2070 - masked_crossentropy: 0.2063 - temperal_mse_loss: 0.0302 - mask_mean_iou: 0.8838 - temperal_mean_iou: 0.8713 - val_loss: 0.4013 - val_masked_crossentropy: 0.4013 - val_temperal_mse_loss: 0.0000e+00 - val_mask_mean_iou: 0.8840 - val_temperal_mean_iou: 0.8714 Epoch 00100: val_mask_mean_iou improved from 0.88368 to 0.88401, saving model to model-u-res-pi-net.h5 1344/18000 [=>............................] - ETA: 53s Epoch 00100: val_mask_mean_iou improved from 0.88368 to 0.88401, saving model to weight-u-res-pi-net.h5 18000/18000 [==============================] - 35s 2ms/step
fig, (ax_loss, ax_temp_loss, ax_acc, ax_iou) = plt.subplots(1,4, figsize=(15,5))
ax_loss.plot(history.epoch, history.history["loss"], label="Train loss")
ax_loss.plot(history.epoch, history.history["val_loss"], label="Validation loss")
ax_temp_loss.plot(history.epoch, history.history["temperal_mse_loss"], label="Train loss")
# ax_temp_loss.plot(history.epoch, history.history["val_temperal_mse_loss"], label="Validation loss")
ax_acc.plot(history.epoch, history.history["mask_mean_iou"], label="Train mask iou")
ax_acc.plot(history.epoch, history.history["val_mask_mean_iou"], label="Validation mask iou")
ax_iou.plot(history.epoch, history.history["temperal_mean_iou"], label="Train temperal iou")
ax_iou.plot(history.epoch, history.history["val_temperal_mean_iou"], label="Validation temperal iou")
[<matplotlib.lines.Line2D at 0x7fcfae378828>]
# model = load_model("./model-unet-resnet.h5", custom_objects={'mean_iou':mean_iou})
# # used for predict, no dropout
model_predict = UNet((img_size_target,img_size_target,1),start_ch=16,depth=5,batchnorm=True, dropout=0.0, training=False)
model_predict.compile(loss=temporal_loss, optimizer="adam", metrics=[masked_crossentropy, temperal_mse_loss, mask_mean_iou, temperal_mean_iou])
model_predict.set_weights(model_train.get_weights())
X_valid = np.expand_dims(np.stack((np.asarray(val_df['img'].values.tolist()))),axis=3)
y_valid = np.expand_dims(np.asarray(val_df['img_mask'].values.tolist()),axis=3)
preds_valid = model_predict.predict(X_valid, batch_size=32, verbose=1)
400/400 [==============================] - 2s 6ms/step
# plot some validate result
base_idx = 10
max_images = 32
grid_width = 4
grid_height = int(max_images / grid_width)
fig, axs = plt.subplots(grid_height, grid_width, figsize=(20, 20))
row = 0; col = 0;
for i, idx in enumerate(val_df.index[base_idx:base_idx+int(max_images/2)]):
img = val_df.iloc[i].img
mask = val_df.iloc[i].img_mask
pred = preds_valid[i].squeeze()
ax = axs[row, col];
ax.imshow(img, cmap="seismic")
ax.imshow(mask, alpha=0.8, cmap="Reds"); col+=1;
ax.set_yticklabels([]); ax.set_xticklabels([]);
ax = axs[row, col];
ax.imshow(img, cmap="seismic")
ax.imshow(pred, alpha=0.8, cmap="Reds"); col+=1;
ax.set_yticklabels([]);ax.set_xticklabels([]);
if col >= grid_width:
col=0; row+=1;
# plot some temperal mask on test results
base_idx = 0
max_images = 16
grid_width = 4
grid_height = int(max_images / grid_width)
fig, axs = plt.subplots(grid_height, grid_width, figsize=(20, 20))
row = 0; col = 0;
for i, idx in enumerate(test_df.index[base_idx:base_idx+int(max_images)]):
img = test_df.loc[idx].img
mask = test_df.loc[idx].img_temperal_mask
ax = axs[row, col];
ax.imshow(img, cmap="seismic")
# ax.imshow(img, cmap="gray")
ax.imshow(mask, alpha=0.8, cmap="Reds"); col+=1;
ax.set_yticklabels([]); ax.set_xticklabels([]);
if col >= grid_width:
col=0; row+=1;
# src: https://www.kaggle.com/aglotero/another-iou-metric
def iou_metric(y_true_in, y_pred_in, print_table=False):
labels = y_true_in
y_pred = y_pred_in
true_objects = 2
pred_objects = 2
intersection = np.histogram2d(labels.flatten(), y_pred.flatten(), bins=(true_objects, pred_objects))[0]
# Compute areas (needed for finding the union between all objects)
area_true = np.histogram(labels, bins = true_objects)[0]
area_pred = np.histogram(y_pred, bins = pred_objects)[0]
area_true = np.expand_dims(area_true, -1)
area_pred = np.expand_dims(area_pred, 0)
# Compute union
union = area_true + area_pred - intersection
# Exclude background from the analysis
intersection = intersection[1:,1:]
union = union[1:,1:]
union[union == 0] = 1e-9
# Compute the intersection over union
iou = intersection / union
# Precision helper function
def precision_at(threshold, iou):
matches = iou > threshold
true_positives = np.sum(matches, axis=1) == 1 # Correct objects
false_positives = np.sum(matches, axis=0) == 0 # Missed objects
false_negatives = np.sum(matches, axis=1) == 0 # Extra objects
tp, fp, fn = np.sum(true_positives), np.sum(false_positives), np.sum(false_negatives)
return tp, fp, fn
# Loop over IoU thresholds
prec = []
if print_table:
print("Thresh\tTP\tFP\tFN\tPrec.")
for t in np.arange(0.5, 1.0, 0.05):
tp, fp, fn = precision_at(t, iou)
if (tp + fp + fn) > 0:
p = tp / (tp + fp + fn)
else:
p = 0
if print_table:
print("{:1.3f}\t{}\t{}\t{}\t{:1.3f}".format(t, tp, fp, fn, p))
prec.append(p)
if print_table:
print("AP\t-\t-\t-\t{:1.3f}".format(np.mean(prec)))
return np.mean(prec)
def iou_metric_batch(y_true_in, y_pred_in):
batch_size = y_true_in.shape[0]
metric = []
for batch in range(batch_size):
value = iou_metric(y_true_in[batch], y_pred_in[batch],print_table=False)
metric.append(value)
return np.mean(metric)
from math import sqrt
from joblib import Parallel, delayed
import multiprocessing
from tqdm import tqdm
thresholds = np.linspace(0, 1, 20)
# result = Parallel(n_jobs=2)(io_metric_batch(train_y, np.int32(preds_valid > threshold)) for threshold in tqdm_notebook(thresholds))
# ious = np.array([iou_metric_batch(train_y, np.int32(preds_valid > threshold)) for threshold in tqdm_notebook(thresholds)])
ious = np.array([iou_metric_batch(y_valid, np.int32(preds_valid > threshold)) for threshold in tqdm_notebook(thresholds)])
threshold_best_index = np.argmax(ious)
iou_best = ious[threshold_best_index]
threshold_best = thresholds[threshold_best_index]
print(f'threshold_best: {threshold_best}, iou_best: {iou_best}')
plt.plot(thresholds, ious)
plt.plot(threshold_best, iou_best, "xr", label="Best threshold")
plt.xlabel("Threshold")
plt.ylabel("IoU")
plt.title("Threshold vs IoU ({}, {})".format(threshold_best, iou_best))
plt.legend()
threshold_best: 0.8421052631578947, iou_best: 0.7509999999999999
<matplotlib.legend.Legend at 0x7fcf8dfc4358>
img_size_ori = 101
img_size_target = 128
def upsample(img):
if img_size_ori == img_size_target:
return img
return resize(img, (img_size_target, img_size_target), mode='constant', preserve_range=True)
#res = np.zeros((img_size_target, img_size_target), dtype=img.dtype)
#res[:img_size_ori, :img_size_ori] = img
#return res
def downsample(img):
if img_size_ori == img_size_target:
return img
return resize(img, (img_size_ori, img_size_ori), mode='constant', preserve_range=True)
#return img[:img_size_ori, :img_size_ori]
# Source https://www.kaggle.com/bguberfain/unet-with-depth
def RLenc(img, order='F', format=True):
"""
img is binary mask image, shape (r,c)
order is down-then-right, i.e. Fortran
format determines if the order needs to be preformatted (according to submission rules) or not
returns run length as an array or string (if format is True)
"""
bytes = img.reshape(img.shape[0] * img.shape[1], order=order)
runs = [] ## list of run lengths
r = 0 ## the current run length
pos = 1 ## count starts from 1 per WK
for c in bytes:
if (c == 0):
if r != 0:
runs.append((pos, r))
pos += r
r = 0
pos += 1
else:
r += 1
# if last run is unsaved (i.e. data ends with 1)
if r != 0:
runs.append((pos, r))
pos += r
r = 0
if format:
z = ''
for rr in runs:
z += '{} {} '.format(rr[0], rr[1])
return z[:-1]
else:
return runs
X_test = np.expand_dims(np.stack((np.asarray(test_df['img'].values.tolist()))),axis=3)
preds_test = model_predict.predict(X_test, batch_size=32, verbose=1)
final_preds_test = preds_test > threshold_best
18000/18000 [==============================] - 34s 2ms/step
base_idx = 160
max_images = 32
grid_width = 4
grid_height = int(max_images / grid_width)
fig, axs = plt.subplots(grid_height, grid_width, figsize=(20, 20))
row = 0; col = 0;
for i in range(base_idx,base_idx+int(max_images)):
img = X_test[i].squeeze()
mask = preds_test[i].squeeze()
ax = axs[row, col];
ax.imshow(img, cmap="seismic")
ax.imshow(mask, alpha=0.5, cmap="Reds"); col+=1;
ax.set_yticklabels([]); ax.set_xticklabels([]);
if col >= grid_width:
col=0; row+=1;
base_idx = 160
max_images = 32
grid_width = 4
grid_height = int(max_images / grid_width)
fig, axs = plt.subplots(grid_height, grid_width, figsize=(20, 20))
row = 0; col = 0;
for i in range(base_idx,base_idx+int(max_images)):
img = X_test[i].squeeze()
mask = final_preds_test[i].squeeze()
ax = axs[row, col];
ax.imshow(img, cmap="seismic")
ax.imshow(mask, alpha=0.5, cmap="Reds"); col+=1;
ax.set_yticklabels([]); ax.set_xticklabels([]);
if col >= grid_width:
col=0; row+=1;
#Original_image = Image which has to labelled
#Mask image = Which has been labelled by some technique..
def crf(original_image, mask_img):
# Converting annotated image to RGB if it is Gray scale
if(len(mask_img.shape)<3):
mask_img = gray2rgb(mask_img)
# #Converting the annotations RGB color to single 32 bit integer
annotated_label = mask_img[:,:,0] + (mask_img[:,:,1]<<8) + (mask_img[:,:,2]<<16)
# # Convert the 32bit integer color to 0,1, 2, ... labels.
colors, labels = np.unique(annotated_label, return_inverse=True)
n_labels = 2
#Setting up the CRF model
d = dcrf.DenseCRF2D(original_image.shape[1], original_image.shape[0], n_labels)
# get unary potentials (neg log probability)
U = unary_from_labels(labels, n_labels, gt_prob=0.7, zero_unsure=False)
d.setUnaryEnergy(U)
# This adds the color-independent term, features are the locations only.
d.addPairwiseGaussian(sxy=(3, 3), compat=3, kernel=dcrf.DIAG_KERNEL,
normalization=dcrf.NORMALIZE_SYMMETRIC)
#Run Inference for 10 steps
Q = d.inference(10)
# Find out the most probable class for each pixel.
MAP = np.argmax(Q, axis=0)
return MAP.reshape((original_image.shape[0],original_image.shape[1]))
"""
Applying CRF on the predicted mask
"""
crf_output = []
for i in tqdm(range(X_test.shape[0])):
crf_output.append(crf(np.squeeze(X_test[i]),np.squeeze(final_preds_test[i])))
100%|██████████| 18000/18000 [07:24<00:00, 40.48it/s]
base_idx = 160
max_images = 32
grid_width = 4
grid_height = int(max_images / grid_width)
fig, axs = plt.subplots(grid_height, grid_width, figsize=(20, 20))
row = 0; col = 0;
for i in range(base_idx,base_idx+int(max_images)):
img = X_test[i].squeeze()
mask = crf_output[i].squeeze()
ax = axs[row, col];
ax.imshow(img, cmap="seismic")
ax.imshow(mask, alpha=0.5, cmap="Reds"); col+=1;
ax.set_yticklabels([]); ax.set_xticklabels([]);
if col >= grid_width:
col=0; row+=1;
threshold_best=threshold_best
pred_dict = {idx: RLenc(np.round(downsample(crf_output[i]))) for i, idx in enumerate(tqdm_notebook(test_df.img_id.values))}
sub = pd.DataFrame.from_dict(pred_dict,orient='index')
sub.index.names = ['id']
sub.columns = ['rle_mask']
sub.to_csv('submission_pinet_crf.csv')